HCAMP Baseline and Post-Injury Analysis
Background Information
Sample Size
Age Range Baseline 1
Age Totals Baseline 1
Age Range Baseline 2
Age Totals Baseline 2
School Baseline 1
School Baseline 2
Sport Baseline 1
Sport Baseline 2
Baseline Test Comparison
Verbal Memory - Baseline 2 Increase Only
10,441 individuals (55.72%) increased their verbal memory composite score on the second baseline test administration.
Baseline 1 Summary
The average Baseline 1 score was observed to be 79 points with a standard deviation of 9.32. The minimum score was observed to be 42, and the maximum score was observed to be 99.
Baseline 1 Histogram
Baseline 2 Summary
The average Baseline 2 score was observed to be 88.76 points with a standard deviation of 8.12. The minimum score was observed to be 54, and the maximum score was observed to be 100.
Baseline 2 Histogram
Score Increase Summary
The average point increase from baseline 1 to baseline 2 was observed to be 9.76 points with a standard deviation of 6.94 points. The mininum point increase was observed to be 1, while the maximum point increase was observed to be 44.
Score Increase Histogram
Percent Increase Summary
The average percent increase from baseline 1 to baseline 2 was observed to be a 13.14% increase with a standard deviation of a 10.71% increase.
Percent Increase Density Plot
Verbal Memory - Increase on all Five Scores
This section summarizes the verbal memory composite score for the 1,653 individuals who achieved a higher score on all five composite scores of the second baseline test administration.
Baseline 1 Summary
The average Baseline 1 score was observed to be 78.19 points with a standard deviation of 9.59. The minimum score was observed to be 43, and the maximum score was observed to be 99.
Baseline 1 Histogram
Baseline 2 Summary
The average Baseline 2 score was observed to be 88.6 points with a standard deviation of 7.97. The minimum score was observed to be 56, and the maximum score was observed to be 100.
Baseline 2 Histogram
Score Increase Summary
The average point increase from baseline 1 to baseline 2 was observed to be 9.37 points with a standard deviation of 6.76 points. The mininum point increase was observed to be 1, while the maximum point increase was observed to be 44.
Score Increase Histogram
Percent Increase Summary
The average percent increase from baseline 1 to baseline 2 was observed to be a 14.27% increase with a standard deviation of a 11.69% increase.
Percent Increase Density Plot
Verbal Memory Paired T-Test Results
A paired T-test was used to compare the mean verbal memory composite scores of all 18,739 individuals who completed two baseline assessments. On average, individuals scored significantly higher on the second baseline test administration (M = 84.74) than the first baseline test administration (M = 82.63), t(18737) = -26.327, p < .01.
Boxplot
T-Test Results
##
## Paired t-test
##
## data: mem_verbal_1 and mem_verbal_2
## t = -26.327, df = 18737, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -2.262784 -1.949192
## sample estimates:
## mean of the differences
## -2.105988Baseline 1 Total Descriptive Statistics
Baseline 1 Total Score Histogram
Baseline 2 Total Descriptive Statistics
Baseline 2 Total Score Histogram
Visual Memory - Baseline 2 Increase Only
11,137 individuals (59.43%) increased their visual memory composite score on the second baseline test administration.
Baseline 1 Summary
The average Baseline 1 score was observed to be 68.33 points with a standard deviation of 12.13. The minimum score was observed to be 22, and the maximum score was observed to be 99.
Baseline 1 Histogram
Baseline 2 Summary
The average Baseline 2 score was observed to be 80.44 points with a standard deviation of 10.71. The minimum score was observed to be 38, and the maximum score was observed to be 100.
Baseline 2 Histogram
Score Increase Summary
The average point increase from baseline 1 to baseline 2 was observed to be 12.1 points with a standard deviation of 8.58 points. The mininum point increase was observed to be 1, while the maximum point increase was observed to be 53.
Score Increase Histogram
Percent Increase Summary
The average percent increase from baseline 1 to baseline 2 was observed to be a 19.74% increase with a standard deviation of a 17.64% increase.
Percent Increase Density Plot
Visual Memory - Increase on all Five Scores
This section summarizes the visual memory composite score for the 1,653 individuals who achieved a higher score on all five composite scores of the second baseline test administration.
Baseline 1 Summary
The average Baseline 1 score was observed to be 67.55 points with a standard deviation of 12.2. The minimum score was observed to be 26, and the maximum score was observed to be 95.
Baseline 1 Histogram
Baseline 2 Summary
The average Baseline 2 score was observed to be 80.78 points with a standard deviation of 10.32. The minimum score was observed to be 46, and the maximum score was observed to be 100.
Baseline 2 Histogram
Score Increase Summary
The average point increase from baseline 1 to baseline 2 was observed to be 13.23 points with a standard deviation of 9.04 points. The mininum point increase was observed to be 1, while the maximum point increase was observed to be 49.
Score Increase Histogram
Percent Increase Summary
The average percent increase from baseline 1 to baseline 2 was observed to be a 21.96% increase with a standard deviation of a 19.17% increase.
Percent Increase Density Plot
Visual Memory Paired T-Test Results
A paired T-test was used to compare the mean visual memory composite scores of all 18,739 individuals who completed two baseline assessments. On average, individuals scored significantly higher on the second baseline test administration (M = 76.14) than the first baseline test administration (M = 72.5), t(18738) = -38.047, p < .01.
Boxplot
T-Test Results
##
## Paired t-test
##
## data: mem_visual_1 and mem_visual_2
## t = -38.047, df = 18738, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -3.826403 -3.451467
## sample estimates:
## mean of the differences
## -3.638935Baseline 1 Total Descriptive Statistics
Baseline 1 Total Score Histogram
Baseline 2 Total Descriptive Statistics
Baseline 2 Total Score Histogram
Visual Motor - Baseline 2 Score Increase Only
14,355 individuals (76.60%) increased their visual motor composite score on the second baseline test administration.
Baseline 1 Summary
The average Baseline 1 score was observed to be 33.26 points with a standard deviation of 6.46. The minimum score was observed to be 1.13, and the maximum score was observed to be 52.88.
Baseline 1 Histogram
Baseline 2 Summary
The average Baseline 2 score was observed to be 38.81 points with a standard deviation of 6.3. The minimum score was observed to be 12.05, and the maximum score was observed to be 54.25.
Baseline 2 Histogram
Score Increase Summary
The average point increase from baseline 1 to baseline 2 was observed to be 5.55 points with a standard deviation of 3.97 points. The mininum point increase was observed to be 0.02, while the maximum point increase was observed to be 37.35.
Score Increase Histogram
Percent Increase Summary
The average percent increase from baseline 1 to baseline 2 was observed to be a 18.8% increase with a standard deviation of a 22.17% increase.
Percent Increase Density Plot
Visual Motor - Increase on all Five Scores
This section summarizes the reaction time composite score for the 1,653 individuals who achieved a higher score on all five composite scores of the second baseline test administration.
Baseline 1 Summary
The average Baseline 1 score was observed to be 32.15 points with a standard deviation of 6.26. The minimum score was observed to be 11.75, and the maximum score was observed to be 50.13.
Baseline 1 Histogram
Baseline 2 Summary
The average Baseline 2 score was observed to be 38.7 points with a standard deviation of 6.12. The minimum score was observed to be 13.3, and the maximum score was observed to be 53.25.
Baseline 2 Histogram
Score Increase Summary
The average point increase from baseline 1 to baseline 2 was observed to be 6.56 points with a standard deviation of 4.21 points. The mininum point increase was observed to be 0.02, while the maximum point increase was observed to be 32.55.
Score Increase Histogram
Percent Increase Summary
The average percent increase from baseline 1 to baseline 2 was observed to be a 22.82% increase with a standard deviation of a 21.77% increase.
Percent Increase Density Plot
Visual Motor Paired T-Test Results
A paired T-test was used to compare the reaction time composite scores of all 18,739 individuals who completed two baseline assessments. On average, individuals scored significantly higher on the second baseline test administration (M = 37.64) than the first baseline test administration (M = 34.15), t(18738) = -89.275, p < .01.
Boxplot
T-Test Results
##
## Paired t-test
##
## data: visual_motor_1 and visual_motor_2
## t = -89.275, df = 18738, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -3.569844 -3.416455
## sample estimates:
## mean of the differences
## -3.49315Baseline 1 Total Descriptive Statistics
Baseline 1 Total Score Histogram
Baseline 2 Total Descriptive Statistics
Baseline 2 Total Score Histogram
Impulse Control - Baseline 2 Score Increase Only
9,023 individuals (48.15%) increased their impulse control composite score on the second baseline test administration.
Baseline 1 Summary
The average Baseline 1 score was observed to be 9.64 points with a standard deviation of 5.36. The minimum score was observed to be 1, and the maximum score was observed to be 30.
Baseline 1 Histogram
Baseline 2 Summary
The average Baseline 2 score was observed to be 5.14 points with a standard deviation of 3.6. The minimum score was observed to be 0, and the maximum score was observed to be 27.
Baseline 2 Histogram
Score Increase Summary
The average point increase from baseline 1 to baseline 2 was observed to be 4.5 points with a standard deviation of 3.76 points. The mininum point increase was observed to be 1, while the maximum point increase was observed to be 27.
Score Increase Histogram
Percent Increase Summary
The average percent increase from baseline 1 to baseline 2 was observed to be a 46.68% increase with a standard deviation of 23.37% increase.
Percent Increase Density Plot
Impulse Control - Increase on all Five Scores
This section summarizes the impulse control composite score for the 1,653 individuals who achieved a higher score on all five composite scores of the second baseline test administration.
Baseline 1 Summary
The average Baseline 1 score was observed to be 9.98 points with a standard deviation of 5.58. The minimum score was observed to be 1, and the maximum score was observed to be 30.
Baseline 1 Histogram
Baseline 2 Summary
The average Baseline 2 score was observed to be 5.18 points with a standard deviation of 3.55. The minimum score was observed to be 0, and the maximum score was observed to be 26.
Baseline 2 Histogram
Score Increase Summary
The average point increase from baseline 1 to baseline 2 was observed to be 4.79 points with a standard deviation of 4.08 points. The mininum point increase was observed to be 1, while the maximum point increase was observed to be 25.
Score Increase Histogram
Percent Increase Summary
The average percent increase from baseline 1 to baseline 2 was observed to be a 47.13% increase with a standard deviation of a 23.26% increase.
Percent Increase Density Plot
Impulse Control Paired T-Test Results
A paired T-test was used to compare the impulse control composite scores of all 18,739 individuals who completed two baseline assessments. On average, individuals scored significantly higher on the first baseline test administration (M = 7.41) than the second baseline test administration (M = 6.99), t(18738) = 10.641, p < .001.
Boxplot
T-Test Results
##
## Paired t-test
##
## data: impulse_control_1 and impulse_control_2
## t = 10.641, df = 18738, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## 0.3393532 0.4926016
## sample estimates:
## mean of the differences
## 0.4159774Baseline 1 Total Descriptive Statistics
Baseline 1 Total Score Histogram
Baseline 2 Total Descriptive Statistics
Baseline 2 Total Score Histogram
Reaction Time - Baseline 2 Score Increase Only
11,084 individuals (59.15%) improved their reaction time composite score on the second baseline test administration.
Baseline 1 Summary
The average Baseline 1 score was observed to be 0.67 points with a standard deviation of 0.11. The minimum score (indicating faster reaction time) was observed to be 0.44, and the maximum score (indicating slower reaction time) was observed to be 2.85.
Baseline 1 Histogram
Baseline 2 Summary
The average Baseline 2 score was observed to be 0.59 points with a standard deviation of 0.07. The minimum score was observed to be -0.18, and the maximum score was observed to be 1.03.
Baseline 2 Histogram
Score Increase Summary
The average point decrease (indicating better performance for the reaction time composite test) from baseline 1 to baseline 2 was observed to be 0.08 points with a standard deviation of 0.08 points. The mininum point decrease (indicative of better performance) was observed to be 0.01, while the maximum point decrease was observed to be 2.36.
Score Increase Histogram
Percent Increase Summary
The average percent decrease from baseline 1 to baseline 2 was observed to be a 11.36% increase with a standard deviation of a 8.36% decrease.
Percent Increase Density Plot
Reaction Time - Increase on all Five Scores
This section summarizes the reaction time composite score for the 1,653 individuals who achieved a higher score on all five composite scores of the second baseline test administration.
Baseline 1 Summary
The average Baseline 1 score was observed to be 0.67 points with a standard deviation of 0.11. The minimum score was observed to be 0.46 (indicative of faster reaction time), and the maximum score was observed to be 1.89.
Baseline 1 Histogram
Baseline 2 Summary
The average Baseline 2 score was observed to be 0.59 points with a standard deviation of 0.07. The minimum score was observed to be 0.41, and the maximum score was observed to be 0.9.
Baseline 2 Histogram
Score Increase Summary
The average point decrease from baseline 1 to baseline 2 was observed to be 0.08 points with a standard deviation of 0.08 points. The mininum point decrease was observed to be 0.01, while the maximum point decrease was observed to be 1.08.
Score Increase Histogram
Percent Increase Summary
The average percent decrease from baseline 1 to baseline 2 was observed to be a 11.33% decrease with a standard deviation of a 8.33% decrease.
Percent Increase Density Plot
Reaction Time Paired T-Test Results
A paired T-test was used to compare the reaction time composite scores of all 18,739 individuals who completed two baseline assessments. On average, individuals demonstrated a faster reaction time on the second baseline test administration (M = 0.62) than the first baseline test administration (M = 0.64), t(18737) = 27.658, p < .01.
Boxplot
T-Test Results
##
## Paired t-test
##
## data: reaction_time_1 and reaction_time_2
## t = 27.658, df = 18737, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## 0.02063598 0.02378392
## sample estimates:
## mean of the differences
## 0.02220995Baseline 1 Total Descriptive Statistics
Baseline 1 Total Score Histogram
Baseline 2 Total Descriptive Statistics
Baseline 2 Total Score Histogram
What is the relationship between age and point increase on baseline testing?
To explore the relationship between age and point increase on baseline testing, indivuals ages 10-18 on both baseline tests were included from the sample of individuals who achieved positive gain on at least one baseline test domain. This new sample consists of 18,371 individuals.
Verbal Memory
Baseline 1 Score Plot
Baseline 2 Score Plot
Baseline Point Increase
Baseline 1 Model
On average, 10 year olds obtained a score of 78.03. On average:
- Age 11 scored 1.08 points higher
- Age 12 scored .50 points higher
- Age 13 scored 0.99 points higher
- Age 14 scored 1.22 points higher
- Age 15 scored 1.49 points higher
- Age 16 scored 1.49 points higher
- Age 17 scored 9.70 points lower
None of these differences in performance are significantly different.
##
## Call:
## lm(formula = user_memory_composite_score_verbal_1 ~ user_age_1,
## data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -37.016 -6.109 0.467 6.752 20.970
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 78.0297 0.6549 119.149 <2e-16 ***
## user_age_111 1.0793 0.7169 1.506 0.1322
## user_age_112 0.5030 0.6935 0.725 0.4682
## user_age_113 0.9861 0.6680 1.476 0.1399
## user_age_114 1.2180 0.6861 1.775 0.0759 .
## user_age_115 1.4917 0.7970 1.872 0.0613 .
## user_age_116 1.4864 1.3514 1.100 0.2714
## user_age_117 -9.6964 5.4136 -1.791 0.0733 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 9.308 on 10421 degrees of freedom
## (7942 observations deleted due to missingness)
## Multiple R-squared: 0.00129, Adjusted R-squared: 0.0006189
## F-statistic: 1.923 on 7 and 10421 DF, p-value: 0.06182Baseline 2 Model
On average, scores increase with age, but none of the differences between ages are significantly different.
##
## Call:
## lm(formula = user_memory_composite_score_verbal_2 ~ user_age_2,
## data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -33.707 -5.002 1.171 6.998 13.077
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 87.2500 2.8681 30.420 <2e-16 ***
## user_age_211 -0.3269 3.0809 -0.106 0.915
## user_age_212 1.0214 2.9007 0.352 0.725
## user_age_213 1.7524 2.8774 0.609 0.543
## user_age_214 1.5944 2.8735 0.555 0.579
## user_age_215 1.4565 2.8705 0.507 0.612
## user_age_216 1.5795 2.8748 0.549 0.583
## user_age_217 1.0199 2.9377 0.347 0.728
## user_age_218 5.7500 5.4921 1.047 0.295
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.112 on 10420 degrees of freedom
## (7942 observations deleted due to missingness)
## Multiple R-squared: 0.0006996, Adjusted R-squared: -6.76e-05
## F-statistic: 0.9119 on 8 and 10420 DF, p-value: 0.5052Score Increase Model
On average, individuals age 10 at the time of the second baseline test increased their score by 8.75 points. The only significant difference in this model is that, on average, individuals age 18 at the time of the second baseline test experienced a point gain 9.92 points higher than the gain of 10 year olds.
##
## Call:
## lm(formula = memory_verbal_diff ~ user_age_2, data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -12.667 -5.659 -1.659 4.102 34.102
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 8.7500 2.4540 3.566 0.000365 ***
## user_age_211 1.3654 2.6360 0.518 0.604490
## user_age_212 1.3443 2.4819 0.542 0.588080
## user_age_213 1.1481 2.4619 0.466 0.640969
## user_age_214 1.1571 2.4586 0.471 0.637911
## user_age_215 0.9092 2.4561 0.370 0.711251
## user_age_216 0.9531 2.4597 0.388 0.698393
## user_age_217 0.9555 2.5135 0.380 0.703838
## user_age_218 9.9167 4.6991 2.110 0.034852 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.941 on 10420 degrees of freedom
## (7942 observations deleted due to missingness)
## Multiple R-squared: 0.0008274, Adjusted R-squared: 6.024e-05
## F-statistic: 1.079 on 8 and 10420 DF, p-value: 0.3747Visual Memory
Baseline 1 Score Plot
Baseline 2 Score Plot
Baseline Point Increase
Baseline 1 Model
On average, 10 year olds obtained a score of 66.97. Significant differences include:
- On average, individuals age 11 scored 1.77 points higher (p = .04)
- On average, individuals age 14 scored 1.74 points higher (p = .03)
##
## Call:
## lm(formula = user_memory_composite_score_visual_1 ~ user_age_1,
## data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -46.259 -8.719 0.834 8.834 30.741
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 66.9749 0.7847 85.355 <2e-16 ***
## user_age_111 1.7652 0.8665 2.037 0.0417 *
## user_age_112 1.2841 0.8371 1.534 0.1251
## user_age_113 1.1907 0.8022 1.484 0.1377
## user_age_114 1.7436 0.8253 2.113 0.0346 *
## user_age_115 1.6462 0.9724 1.693 0.0905 .
## user_age_116 1.1174 1.6969 0.658 0.5102
## user_age_117 3.0251 5.4814 0.552 0.5810
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 12.13 on 11116 degrees of freedom
## (7247 observations deleted due to missingness)
## Multiple R-squared: 0.0007132, Adjusted R-squared: 8.397e-05
## F-statistic: 1.133 on 7 and 11116 DF, p-value: 0.3385Baseline 2 Model
No significant differences in model.
##
## Call:
## lm(formula = user_memory_composite_score_visual_2 ~ user_age_2,
## data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -42.446 -6.933 0.554 8.554 21.846
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 79.08333 3.08992 25.594 <2e-16 ***
## user_age_211 -0.92949 3.42796 -0.271 0.786
## user_age_212 1.49457 3.14200 0.476 0.634
## user_age_213 1.84937 3.10331 0.596 0.551
## user_age_214 1.53923 3.09831 0.497 0.619
## user_age_215 1.36276 3.09355 0.441 0.660
## user_age_216 0.95088 3.10014 0.307 0.759
## user_age_217 -0.07292 3.18502 -0.023 0.982
## user_age_218 8.25000 6.90928 1.194 0.232
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 10.7 on 11115 degrees of freedom
## (7247 observations deleted due to missingness)
## Multiple R-squared: 0.00121, Adjusted R-squared: 0.0004913
## F-statistic: 1.683 on 8 and 11115 DF, p-value: 0.09688Score Increase Model
No significant differences in model.
##
## Call:
## lm(formula = memory_visual_diff ~ user_age_2, data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -11.467 -7.068 -2.068 4.932 40.755
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 10.417 2.478 4.204 2.64e-05 ***
## user_age_211 1.679 2.749 0.611 0.541
## user_age_212 2.051 2.519 0.814 0.416
## user_age_213 1.829 2.488 0.735 0.462
## user_age_214 1.673 2.484 0.673 0.501
## user_age_215 1.651 2.480 0.666 0.506
## user_age_216 1.666 2.486 0.670 0.503
## user_age_217 1.323 2.554 0.518 0.604
## user_age_218 3.583 5.540 0.647 0.518
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.583 on 11115 degrees of freedom
## (7247 observations deleted due to missingness)
## Multiple R-squared: 0.0001865, Adjusted R-squared: -0.0005331
## F-statistic: 0.2592 on 8 and 11115 DF, p-value: 0.9787Visual Motor
Baseline 1 Score Plot
Baseline 2 Score Plot
Baseline Point Increase
Baseline 1 Model
This model is sigificant. The age coefficient accounts for 2.1% of the variability in scores. On average, individuals age 10 obtained a score of 29.89. The following differences are significant. On average:
- Age 11 scored 1.48 points higher (p = .0001)
- Age 12 scored 2.85 points higher (p < .0001)
- Age 13 scored 3.67 points higher (p < .0001)
- Age 14 scored 4.32 points higher (p < .0001)
- Age 15 scored 4.27 points higher (p < .0001)
- Age 16 scored 4.43 points higher (p < .0001)
- Age 17 scored 11.91 points higher (p = .008)
##
## Call:
## lm(formula = user_visual_motor_composite_score_1 ~ user_age_1,
## data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -33.078 -4.038 -0.034 4.252 19.316
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 29.8910 0.3522 84.864 < 2e-16 ***
## user_age_111 1.4871 0.3890 3.823 0.000132 ***
## user_age_112 2.8469 0.3762 7.568 4.02e-14 ***
## user_age_113 3.6734 0.3605 10.189 < 2e-16 ***
## user_age_114 4.3173 0.3730 11.576 < 2e-16 ***
## user_age_115 4.2696 0.4548 9.388 < 2e-16 ***
## user_age_116 4.4312 0.8511 5.207 1.95e-07 ***
## user_age_117 11.9140 4.5312 2.629 0.008565 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.389 on 14330 degrees of freedom
## (4033 observations deleted due to missingness)
## Multiple R-squared: 0.02237, Adjusted R-squared: 0.02189
## F-statistic: 46.84 on 7 and 14330 DF, p-value: < 2.2e-16Baseline 2 Model
Some significant differences in the model. Individuals age 10, on average, obtained a score of 34.07. Significant differences include, on aveage:
- Individuals age 15 scored 5.13 points higher (p = .03)
- Individuals age 16 scored 5.18 points higher (p = .03)
##
## Call:
## lm(formula = user_visual_motor_composite_score_2 ~ user_age_2,
## data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -26.7165 -4.4493 -0.0968 4.6807 15.9912
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 34.0671 2.3704 14.372 <2e-16 ***
## user_age_211 0.8443 2.5027 0.337 0.7358
## user_age_212 2.5917 2.3873 1.086 0.2777
## user_age_213 3.9413 2.3750 1.659 0.0970 .
## user_age_214 4.5501 2.3732 1.917 0.0552 .
## user_age_215 5.1322 2.3716 2.164 0.0305 *
## user_age_216 5.1794 2.3741 2.182 0.0292 *
## user_age_217 3.8971 2.4063 1.620 0.1054
## user_age_218 4.5289 3.6722 1.233 0.2175
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.271 on 14329 degrees of freedom
## (4033 observations deleted due to missingness)
## Multiple R-squared: 0.01087, Adjusted R-squared: 0.01032
## F-statistic: 19.68 on 8 and 14329 DF, p-value: < 2.2e-16Score Increase Model
No significant differences in model.
##
## Call:
## lm(formula = visual_motor_diff ~ user_age_2, data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.176 -2.962 -0.655 2.142 31.918
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 3.596 1.495 2.405 0.0162 *
## user_age_211 1.202 1.579 0.762 0.4463
## user_age_212 2.408 1.506 1.599 0.1098
## user_age_213 2.541 1.498 1.696 0.0898 .
## user_age_214 2.036 1.497 1.360 0.1739
## user_age_215 1.837 1.496 1.228 0.2196
## user_age_216 1.639 1.497 1.095 0.2737
## user_age_217 1.826 1.518 1.203 0.2290
## user_age_218 4.310 2.316 1.861 0.0628 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.956 on 14329 degrees of freedom
## (4033 observations deleted due to missingness)
## Multiple R-squared: 0.00506, Adjusted R-squared: 0.004504
## F-statistic: 9.108 on 8 and 14329 DF, p-value: 1.424e-12Impulse Control
Baseline 1 Score Plot
Baseline 2 Score Plot
Baseline Point Increase
Baseline 1 Model
On average, individuals age 10 obtained a score of 10.86. The following differences are significant. On average:
- Age 12 scored 0.89 points lower (better performance) (p = .04)
- Age 13 scored 1.25 points lower (p = .002)
- Age 14 scored 1.58 points lower (p = .0001)
- Age 15 scored 1.88 points lower (p = .0001)
- Age 16 scored 3.17 points lower (p = .0001)
##
## Call:
## lm(formula = user_impulse_control_composite_score_1 ~ user_age_1,
## data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9.199 -3.611 -1.199 2.722 21.017
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 10.8629 0.4043 26.867 < 2e-16 ***
## user_age_111 -0.6640 0.4442 -1.495 0.134992
## user_age_112 -0.8912 0.4281 -2.082 0.037390 *
## user_age_113 -1.2521 0.4123 -3.037 0.002396 **
## user_age_114 -1.5849 0.4243 -3.735 0.000189 ***
## user_age_115 -1.8798 0.4940 -3.805 0.000143 ***
## user_age_116 -3.1705 0.8448 -3.753 0.000176 ***
## user_age_117 -6.3629 3.8037 -1.673 0.094396 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 5.349 on 8999 degrees of freedom
## (9364 observations deleted due to missingness)
## Multiple R-squared: 0.005091, Adjusted R-squared: 0.004317
## F-statistic: 6.579 on 7 and 8999 DF, p-value: 8.957e-08Baseline 2 Model
No significant differences in model.
##
## Call:
## lm(formula = user_impulse_control_composite_score_2 ~ user_age_2,
## data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.6842 -2.5220 -0.8505 1.9795 22.1495
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.4000 1.6077 2.737 0.00621 **
## user_age_211 2.2842 1.7102 1.336 0.18169
## user_age_212 1.2245 1.6221 0.755 0.45032
## user_age_213 1.1220 1.6116 0.696 0.48632
## user_age_214 0.9790 1.6099 0.608 0.54311
## user_age_215 0.6205 1.6086 0.386 0.69973
## user_age_216 0.4505 1.6103 0.280 0.77966
## user_age_217 0.4366 1.6337 0.267 0.78929
## user_age_218 -1.6000 2.2736 -0.704 0.48162
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.595 on 8998 degrees of freedom
## (9364 observations deleted due to missingness)
## Multiple R-squared: 0.005475, Adjusted R-squared: 0.004591
## F-statistic: 6.192 on 8 and 8998 DF, p-value: 5.287e-08Score Increase Model
No significant differences in model.
##
## Call:
## lm(formula = impulse_control_diff ~ user_age_2, data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.163 -2.544 -1.398 1.457 22.602
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 3.8000 1.6822 2.259 0.0239 *
## user_age_211 0.7526 1.7895 0.421 0.6741
## user_age_212 1.0773 1.6973 0.635 0.5257
## user_age_213 0.8100 1.6863 0.480 0.6310
## user_age_214 0.7432 1.6845 0.441 0.6591
## user_age_215 0.5981 1.6832 0.355 0.7224
## user_age_216 0.7443 1.6850 0.442 0.6587
## user_age_217 1.3634 1.7095 0.798 0.4252
## user_age_218 0.6000 2.3790 0.252 0.8009
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.762 on 8998 degrees of freedom
## (9364 observations deleted due to missingness)
## Multiple R-squared: 0.001342, Adjusted R-squared: 0.0004545
## F-statistic: 1.512 on 8 and 8998 DF, p-value: 0.1472Reaction Time
Baseline 1 Score Plot
Baseline 2 Score Plot
Baseline Point Increase
Baseline 1 Model
On average, individuals age 10 obtained a score of 0.72. The following differences are significant. On average:
- Age 11 scored 0.02 points lower (better performance) (p = .01)
- Age 12 scored 0.05 points lower (p < .0001)
- Age 13 scored 0.06 points lower (p < .0001)
- Age 14 scored 0.07 points lower (p < .0001)
- Age 15 scored 0.07 points lower (p < .0001)
- Age 16 scored 0.05 points lower (p = .002)
##
## Call:
## lm(formula = user_reaction_time_composite_score_1 ~ user_age_1,
## data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.24387 -0.06539 -0.01539 0.04526 2.18461
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.721946 0.006745 107.029 < 2e-16 ***
## user_age_111 -0.018074 0.007435 -2.431 0.01507 *
## user_age_112 -0.047935 0.007218 -6.641 3.25e-11 ***
## user_age_113 -0.056553 0.006908 -8.187 2.97e-16 ***
## user_age_114 -0.067210 0.007146 -9.405 < 2e-16 ***
## user_age_115 -0.066374 0.008599 -7.718 1.28e-14 ***
## user_age_116 -0.050377 0.016577 -3.039 0.00238 **
## user_age_117 -0.021946 0.062796 -0.349 0.72674
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1081 on 11060 degrees of freedom
## (7303 observations deleted due to missingness)
## Multiple R-squared: 0.02107, Adjusted R-squared: 0.02045
## F-statistic: 34.01 on 7 and 11060 DF, p-value: < 2.2e-16Baseline 2 Model
On average, individuals age 10 obtained a score of 0.69. The following differences are significant. On average:
- Age 12 scored 0.07 points lower (better performance) (p = .0003)
- Age 13 scored 0.09 points lower (p < .0001)
- Age 14 scored 0.10 points lower (p < .0001)
- Age 15 scored 0.11 points lower (p < .0001)
- Age 16 scored 0.11 points lower (p < .0001)
- Age 17 scored 0.10 points lower (p < .0001)
##
## Call:
## lm(formula = user_reaction_time_composite_score_2 ~ user_age_2,
## data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.78171 -0.04912 -0.00312 0.03898 0.44688
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.69083 0.01957 35.292 < 2e-16 ***
## user_age_211 -0.04129 0.02131 -1.938 0.052617 .
## user_age_212 -0.07219 0.01988 -3.632 0.000283 ***
## user_age_213 -0.08912 0.01966 -4.533 5.87e-06 ***
## user_age_214 -0.10171 0.01963 -5.182 2.23e-07 ***
## user_age_215 -0.10771 0.01960 -5.496 3.97e-08 ***
## user_age_216 -0.10981 0.01964 -5.591 2.32e-08 ***
## user_age_217 -0.10371 0.02024 -5.124 3.04e-07 ***
## user_age_218 -0.06083 0.03915 -1.554 0.120243
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.06781 on 11059 degrees of freedom
## (7303 observations deleted due to missingness)
## Multiple R-squared: 0.02319, Adjusted R-squared: 0.02248
## F-statistic: 32.81 on 8 and 11059 DF, p-value: < 2.2e-16Score Increase Model
No significant differences in model.
##
## Call:
## lm(formula = reaction_time_diff ~ user_age_2, data = baseline_age_factor)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.08523 -0.05003 -0.02003 0.02740 2.27997
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 8.000e-02 2.435e-02 3.285 0.00102 **
## user_age_211 1.523e-02 2.651e-02 0.575 0.56556
## user_age_212 3.995e-03 2.473e-02 0.162 0.87168
## user_age_213 1.011e-02 2.446e-02 0.413 0.67941
## user_age_214 2.599e-03 2.442e-02 0.106 0.91522
## user_age_215 3.392e-05 2.438e-02 0.001 0.99889
## user_age_216 -2.048e-03 2.444e-02 -0.084 0.93320
## user_age_217 5.172e-04 2.518e-02 0.021 0.98361
## user_age_218 -3.250e-02 4.871e-02 -0.667 0.50462
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.08436 on 11059 degrees of freedom
## (7303 observations deleted due to missingness)
## Multiple R-squared: 0.001992, Adjusted R-squared: 0.00127
## F-statistic: 2.759 on 8 and 11059 DF, p-value: 0.004807What is the relationship between school attended and point increase on baseline testing?
To explore the relationship between school attended and point increase on baseline testing, schools with 100 or more individuals who completed two baseline tests were included from the sample of individuals who achieved positive gain on at least one baseline test domain. This new sample consists of 17,641 individuals.
Verbal Memory
Baseline 1 Model
##
## Call:
## lm(formula = user_memory_composite_score_verbal_1 ~ org_name_1,
## data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -36.543 -6.201 0.670 6.783 21.438
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 78.1909091 0.8810678 88.746 < 2e-16 ***
## org_name_1Anuenue Schools 0.2090909 1.4128516 0.148 0.88235
## org_name_1Campbell High School 1.3769301 1.0978981 1.254 0.20982
## org_name_1Castle High School -0.3042424 1.0300080 -0.295 0.76771
## org_name_1Damien Memorial School -0.6204866 1.0377632 -0.598 0.54992
## org_name_1Farrington High School 0.1318757 1.0229881 0.129 0.89743
## org_name_1Hanalani School -0.6291807 1.1416586 -0.551 0.58157
## org_name_1Hawaii Baptist Academy 2.0392496 1.0559986 1.931 0.05350 .
## org_name_1Hilo High School 0.2350168 1.1416586 0.206 0.83691
## org_name_1Honokaa High School -1.9248540 1.2488726 -1.541 0.12328
## org_name_1Iolani School 3.0258878 0.9711125 3.116 0.00184 **
## org_name_1Kahuku High School 1.9614719 1.0234073 1.917 0.05532 .
## org_name_1Kailua High School -1.2787469 1.1632909 -1.099 0.27169
## org_name_1Kaimuki High School -0.9935407 1.1567464 -0.859 0.39041
## org_name_1Kaiser High School 2.9262457 1.0646898 2.748 0.00600 **
## org_name_1Kalaheo High School 1.7607038 1.0585832 1.663 0.09629 .
## org_name_1Kalani High School 3.1060097 1.0077055 3.082 0.00206 **
## org_name_1Kapaa High School 0.7324242 1.0300080 0.711 0.47705
## org_name_1Kapolei High School 0.2814527 1.0978981 0.256 0.79768
## org_name_1Kauai High School -0.3370278 1.0799041 -0.312 0.75498
## org_name_1Keaau High School 0.4090909 1.0832577 0.378 0.70570
## org_name_1Kealakehe High School 2.0100835 0.9940666 2.022 0.04319 *
## org_name_1King Kekaulike High School 0.0002674 1.0930979 0.000 0.99980
## org_name_1Konawaena High School 0.4229523 1.2734733 0.332 0.73980
## org_name_1La Pietra 0.5313131 1.3134183 0.405 0.68583
## org_name_1Lahainaluna High School -0.2927055 1.1347259 -0.258 0.79645
## org_name_1Le Jardin Academy 2.2325143 1.2432085 1.796 0.07256 .
## org_name_1Leilehua High School 0.7420668 1.0026018 0.740 0.45923
## org_name_1Maui High School 0.0987084 1.1148529 0.089 0.92945
## org_name_1McKinley High School 1.6023601 1.0894096 1.471 0.14136
## org_name_1Mid Pacific Institute 0.0080617 0.9605980 0.008 0.99330
## org_name_1Mililani High School 0.3516918 0.9837376 0.358 0.72072
## org_name_1Moanalua High School 1.1392796 1.0858487 1.049 0.29411
## org_name_1Nanakuli High School 0.0013986 1.2638616 0.001 0.99912
## org_name_1Pearl City High School 0.6375933 0.9912308 0.643 0.52009
## org_name_1Radford High School 2.0258741 1.1719297 1.729 0.08390 .
## org_name_1Roosevelt High School 2.5857407 1.0998802 2.351 0.01875 *
## org_name_1Sacred Hearts Academy 1.9850566 1.0690018 1.857 0.06335 .
## org_name_1St Andrews Priory 3.3000000 1.5260542 2.162 0.03061 *
## org_name_1St Francis -0.4652454 1.2377203 -0.376 0.70701
## org_name_1St Louis School 0.2402836 1.2488726 0.192 0.84743
## org_name_1University Lab School 0.0618382 1.1160022 0.055 0.95581
## org_name_1Waiakea High School -0.3145046 1.3174704 -0.239 0.81133
## org_name_1Waialua High School 0.0007077 1.1347259 0.001 0.99950
## org_name_1Waianae High School -0.1075758 1.4008085 -0.077 0.93879
## org_name_1Waimea High School -0.6534091 1.1445406 -0.571 0.56809
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 9.241 on 9941 degrees of freedom
## (7654 observations deleted due to missingness)
## Multiple R-squared: 0.01722, Adjusted R-squared: 0.01277
## F-statistic: 3.87 on 45 and 9941 DF, p-value: < 2.2e-16Baseline 2 Model
##
## Call:
## lm(formula = user_memory_composite_score_verbal_2 ~ org_name_2,
## data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -34.442 -5.106 0.941 6.380 13.819
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 87.845455 0.767115 114.514 < 2e-16 ***
## org_name_2Anuenue Schools 1.497403 1.230121 1.217 0.223526
## org_name_2Campbell High School 1.224897 0.955902 1.281 0.200082
## org_name_2Castle High School 0.774545 0.896793 0.864 0.387782
## org_name_2Damien Memorial School -0.391229 0.903545 -0.433 0.665029
## org_name_2Farrington High School -0.231530 0.890681 -0.260 0.794909
## org_name_2Hanalani School 0.259484 0.994003 0.261 0.794060
## org_name_2Hawaii Baptist Academy 2.241847 0.919422 2.438 0.014773 *
## org_name_2Hilo High School 0.586644 0.994003 0.590 0.555081
## org_name_2Honokaa High School -1.239950 1.087351 -1.140 0.254172
## org_name_2Iolani School 2.611577 0.845514 3.089 0.002016 **
## org_name_2Kahuku High School 3.046609 0.891046 3.419 0.000631 ***
## org_name_2Kailua High School -0.953563 1.012837 -0.941 0.346484
## org_name_2Kaimuki High School -0.996770 1.007139 -0.990 0.322343
## org_name_2Kaiser High School 2.618981 0.926989 2.825 0.004734 **
## org_name_2Kalaheo High School 2.235191 0.921672 2.425 0.015320 *
## org_name_2Kalani High School 2.300204 0.877375 2.622 0.008763 **
## org_name_2Kapaa High School 1.317879 0.896793 1.470 0.141716
## org_name_2Kapolei High School 0.873138 0.955902 0.913 0.361045
## org_name_2Kauai High School -0.123993 0.940235 -0.132 0.895086
## org_name_2Keaau High School 0.228964 0.943155 0.243 0.808193
## org_name_2Kealakehe High School 1.596233 0.865500 1.844 0.065171 .
## org_name_2King Kekaulike High School 0.130036 0.951723 0.137 0.891325
## org_name_2Konawaena High School 0.243654 1.108770 0.220 0.826069
## org_name_2La Pietra 0.032323 1.143548 0.028 0.977451
## org_name_2Lahainaluna High School 0.669516 0.987967 0.678 0.497997
## org_name_2Le Jardin Academy 1.686077 1.082419 1.558 0.119338
## org_name_2Leilehua High School 1.213527 0.872931 1.390 0.164507
## org_name_2Maui High School 0.941431 0.970664 0.970 0.332128
## org_name_2McKinley High School 1.443007 0.948512 1.521 0.128207
## org_name_2Mid Pacific Institute -0.003259 0.836360 -0.004 0.996891
## org_name_2Mililani High School 0.481900 0.856507 0.563 0.573697
## org_name_2Moanalua High School 1.027187 0.945411 1.086 0.277285
## org_name_2Nanakuli High School -0.364685 1.100401 -0.331 0.740341
## org_name_2Pearl City High School 0.480632 0.863031 0.557 0.577600
## org_name_2Radford High School 1.720979 1.020359 1.687 0.091704 .
## org_name_2Roosevelt High School 2.083479 0.957628 2.176 0.029604 *
## org_name_2Sacred Hearts Academy 2.257550 0.930743 2.426 0.015304 *
## org_name_2St Andrews Priory 3.645455 1.328683 2.744 0.006087 **
## org_name_2St Francis -0.659614 1.077641 -0.612 0.540492
## org_name_2St Louis School 0.668307 1.087351 0.615 0.538820
## org_name_2University Lab School 1.363337 0.971665 1.403 0.160620
## org_name_2Waiakea High School -0.261185 1.147076 -0.228 0.819887
## org_name_2Waialua High School -0.599946 0.987967 -0.607 0.543697
## org_name_2Waianae High School -1.664899 1.219636 -1.365 0.172259
## org_name_2Waimea High School -0.739205 0.996512 -0.742 0.458231
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.046 on 9941 degrees of freedom
## (7654 observations deleted due to missingness)
## Multiple R-squared: 0.01922, Adjusted R-squared: 0.01478
## F-statistic: 4.329 on 45 and 9941 DF, p-value: < 2.2e-16Score Increase Model
##
## Call:
## lm(formula = memory_verbal_diff ~ org_name_2, data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9.956 -5.497 -1.474 4.132 34.000
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.65455 0.66044 14.618 <2e-16 ***
## org_name_2Anuenue Schools 1.28831 1.05906 1.216 0.224
## org_name_2Campbell High School -0.15203 0.82297 -0.185 0.853
## org_name_2Castle High School 1.07879 0.77209 1.397 0.162
## org_name_2Damien Memorial School 0.22926 0.77790 0.295 0.768
## org_name_2Farrington High School -0.36341 0.76682 -0.474 0.636
## org_name_2Hanalani School 0.88866 0.85578 1.038 0.299
## org_name_2Hawaii Baptist Academy 0.20260 0.79157 0.256 0.798
## org_name_2Hilo High School 0.35163 0.85578 0.411 0.681
## org_name_2Honokaa High School 0.68490 0.93614 0.732 0.464
## org_name_2Iolani School -0.41431 0.72794 -0.569 0.569
## org_name_2Kahuku High School 1.08514 0.76714 1.415 0.157
## org_name_2Kailua High School 0.32518 0.87199 0.373 0.709
## org_name_2Kaimuki High School -0.00323 0.86709 -0.004 0.997
## org_name_2Kaiser High School -0.30727 0.79808 -0.385 0.700
## org_name_2Kalaheo High School 0.47449 0.79350 0.598 0.550
## org_name_2Kalani High School -0.80581 0.75537 -1.067 0.286
## org_name_2Kapaa High School 0.58545 0.77209 0.758 0.448
## org_name_2Kapolei High School 0.59169 0.82297 0.719 0.472
## org_name_2Kauai High School 0.21303 0.80949 0.263 0.792
## org_name_2Keaau High School -0.18013 0.81200 -0.222 0.824
## org_name_2Kealakehe High School -0.41385 0.74514 -0.555 0.579
## org_name_2King Kekaulike High School 0.12977 0.81938 0.158 0.874
## org_name_2Konawaena High School -0.17930 0.95458 -0.188 0.851
## org_name_2La Pietra -0.49899 0.98453 -0.507 0.612
## org_name_2Lahainaluna High School 0.96222 0.85058 1.131 0.258
## org_name_2Le Jardin Academy -0.54644 0.93190 -0.586 0.558
## org_name_2Leilehua High School 0.47146 0.75154 0.627 0.530
## org_name_2Maui High School 0.84272 0.83568 1.008 0.313
## org_name_2McKinley High School -0.15935 0.81661 -0.195 0.845
## org_name_2Mid Pacific Institute -0.01132 0.72006 -0.016 0.987
## org_name_2Mililani High School 0.13021 0.73740 0.177 0.860
## org_name_2Moanalua High School -0.11209 0.81394 -0.138 0.890
## org_name_2Nanakuli High School -0.36608 0.94738 -0.386 0.699
## org_name_2Pearl City High School -0.15696 0.74302 -0.211 0.833
## org_name_2Radford High School -0.30490 0.87847 -0.347 0.729
## org_name_2Roosevelt High School -0.50226 0.82446 -0.609 0.542
## org_name_2Sacred Hearts Academy 0.27249 0.80131 0.340 0.734
## org_name_2St Andrews Priory 0.34546 1.14392 0.302 0.763
## org_name_2St Francis -0.19437 0.92778 -0.209 0.834
## org_name_2St Louis School 0.42802 0.93614 0.457 0.648
## org_name_2University Lab School 1.30150 0.83654 1.556 0.120
## org_name_2Waiakea High School 0.05332 0.98756 0.054 0.957
## org_name_2Waialua High School -0.60065 0.85058 -0.706 0.480
## org_name_2Waianae High School -1.55732 1.05003 -1.483 0.138
## org_name_2Waimea High School -0.08579 0.85794 -0.100 0.920
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.927 on 9941 degrees of freedom
## (7654 observations deleted due to missingness)
## Multiple R-squared: 0.005847, Adjusted R-squared: 0.001347
## F-statistic: 1.299 on 45 and 9941 DF, p-value: 0.08639Visual Memory
Baseline 1 Model
##
## Call:
## lm(formula = user_memory_composite_score_visual_1 ~ org_name_1,
## data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -45.242 -8.249 0.852 8.843 31.795
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 68.3217391 1.1251779 60.721 <2e-16 ***
## org_name_1Anuenue Schools 1.0211180 1.8291868 0.558 0.5767
## org_name_1Campbell High School -0.7012034 1.3841943 -0.507 0.6125
## org_name_1Castle High School -2.5717391 1.3163090 -1.954 0.0508 .
## org_name_1Damien Memorial School -0.6788820 1.3271169 -0.512 0.6090
## org_name_1Farrington High School -0.7826766 1.2826432 -0.610 0.5417
## org_name_1Hanalani School -1.0799091 1.4891652 -0.725 0.4684
## org_name_1Hawaii Baptist Academy 2.1439648 1.3385184 1.602 0.1092
## org_name_1Hilo High School -0.0522356 1.5161132 -0.034 0.9725
## org_name_1Honokaa High School -3.0474028 1.5982673 -1.907 0.0566 .
## org_name_1Iolani School 2.5454063 1.2358855 2.060 0.0395 *
## org_name_1Island Pacific Academy 4.6782609 12.1185371 0.386 0.6995
## org_name_1Kahuku High School 1.6157609 1.3209653 1.223 0.2213
## org_name_1Kailua High School -2.3090003 1.4810026 -1.559 0.1190
## org_name_1Kaimuki High School -2.4368470 1.5210051 -1.602 0.1092
## org_name_1Kaiser High School 1.8141099 1.3473799 1.346 0.1782
## org_name_1Kalaheo High School 1.2282609 1.3512950 0.909 0.3634
## org_name_1Kalani High School 1.8264090 1.2849871 1.421 0.1552
## org_name_1Kapaa High School -1.1163519 1.3252310 -0.842 0.3996
## org_name_1Kapolei High School 0.0707842 1.3951223 0.051 0.9595
## org_name_1Kauai High School -2.1481854 1.3666195 -1.572 0.1160
## org_name_1Keaau High School 0.0115942 1.3578568 0.009 0.9932
## org_name_1Kealakehe High School 2.1803976 1.2558349 1.736 0.0826 .
## org_name_1King Kekaulike High School -0.2090631 1.3962665 -0.150 0.8810
## org_name_1Konawaena High School -0.3411566 1.6369328 -0.208 0.8349
## org_name_1La Pietra -1.8903666 1.6411602 -1.152 0.2494
## org_name_1Lahainaluna High School 0.6443626 1.4451935 0.446 0.6557
## org_name_1Le Jardin Academy -0.5809984 1.6168203 -0.359 0.7193
## org_name_1Leilehua High School -0.1644058 1.2861855 -0.128 0.8983
## org_name_1Maui High School -2.0226737 1.3951223 -1.450 0.1471
## org_name_1McKinley High School 1.4272321 1.3657134 1.045 0.2960
## org_name_1Mid Pacific Institute -0.3743707 1.2185902 -0.307 0.7587
## org_name_1Mililani High School -0.2079180 1.2497784 -0.166 0.8679
## org_name_1Moanalua High School 1.7106683 1.3928628 1.228 0.2194
## org_name_1Nanakuli High School -2.7488225 1.6681182 -1.648 0.0994 .
## org_name_1Pearl City High School 0.0156103 1.2715548 0.012 0.9902
## org_name_1Radford High School 0.0447205 1.4732037 0.030 0.9758
## org_name_1Roosevelt High School 1.7137939 1.4160070 1.210 0.2262
## org_name_1Sacred Hearts Academy 0.8248126 1.3760745 0.599 0.5489
## org_name_1St Andrews Priory -2.6098747 1.9322789 -1.351 0.1768
## org_name_1St Francis 0.0008415 1.5621017 0.001 0.9996
## org_name_1St Louis School 0.1743849 1.5474665 0.113 0.9103
## org_name_1University Lab School -1.9441881 1.4173378 -1.372 0.1702
## org_name_1Waiakea High School -4.2403438 1.7201646 -2.465 0.0137 *
## org_name_1Waialua High School -0.7706028 1.4468095 -0.533 0.5943
## org_name_1Waianae High School -0.5342391 1.7566835 -0.304 0.7610
## org_name_1Waimea High School -2.3108696 1.4343261 -1.611 0.1072
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 12.07 on 10613 degrees of freedom
## (6981 observations deleted due to missingness)
## Multiple R-squared: 0.01613, Adjusted R-squared: 0.01187
## F-statistic: 3.782 on 46 and 10613 DF, p-value: < 2.2e-16Baseline 2 Model
##
## Call:
## lm(formula = user_memory_composite_score_visual_2 ~ org_name_2,
## data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -41.500 -6.825 0.551 8.255 21.868
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 79.85217 0.99379 80.351 < 2e-16 ***
## org_name_2Anuenue Schools 1.81925 1.61559 1.126 0.26016
## org_name_2Campbell High School 0.08086 1.22256 0.066 0.94727
## org_name_2Castle High School -1.05410 1.16260 -0.907 0.36460
## org_name_2Damien Memorial School -0.77054 1.17215 -0.657 0.51095
## org_name_2Farrington High School 0.02803 1.13287 0.025 0.98026
## org_name_2Hanalani School 1.13475 1.31527 0.863 0.38829
## org_name_2Hawaii Baptist Academy 2.21642 1.18222 1.875 0.06085 .
## org_name_2Hilo High School 1.01307 1.33908 0.757 0.44934
## org_name_2Honokaa High School -1.79023 1.41164 -1.268 0.20476
## org_name_2Iolani School 3.03831 1.09157 2.783 0.00539 **
## org_name_2Kahuku High School 2.64125 1.16671 2.264 0.02360 *
## org_name_2Kailua High School -1.03689 1.30806 -0.793 0.42798
## org_name_2Kaimuki High School -1.12556 1.34340 -0.838 0.40214
## org_name_2Kaiser High School 1.56292 1.19004 1.313 0.18910
## org_name_2Kalaheo High School 1.57090 1.19350 1.316 0.18813
## org_name_2Kalani High School 2.60550 1.13494 2.296 0.02171 *
## org_name_2Kapaa High School -0.12490 1.17048 -0.107 0.91502
## org_name_2Kapolei High School 0.65717 1.23221 0.533 0.59382
## org_name_2Kauai High School -1.71994 1.20704 -1.425 0.15421
## org_name_2Keaau High School -0.35217 1.19930 -0.294 0.76903
## org_name_2Kealakehe High School 1.78030 1.10919 1.605 0.10851
## org_name_2King Kekaulike High School -0.26062 1.23322 -0.211 0.83263
## org_name_2Konawaena High School 0.46821 1.44579 0.324 0.74606
## org_name_2La Pietra -0.10708 1.44952 -0.074 0.94112
## org_name_2Lahainaluna High School 0.97268 1.27644 0.762 0.44606
## org_name_2Le Jardin Academy 0.43755 1.43146 0.306 0.75987
## org_name_2Leilehua High School 0.64116 1.13600 0.564 0.57249
## org_name_2Maui High School -1.34283 1.23221 -1.090 0.27584
## org_name_2McKinley High School 1.59227 1.20624 1.320 0.18685
## org_name_2Mid Pacific Institute 0.07886 1.07606 0.073 0.94158
## org_name_2Mililani High School 0.26165 1.10384 0.237 0.81264
## org_name_2Moanalua High School 1.90246 1.23022 1.546 0.12203
## org_name_2Nanakuli High School -1.06051 1.47333 -0.720 0.47166
## org_name_2Pearl City High School 0.15746 1.12307 0.140 0.88850
## org_name_2Radford High School 1.11677 1.30118 0.858 0.39076
## org_name_2Roosevelt High School 2.66052 1.25066 2.127 0.03342 *
## org_name_2Sacred Hearts Academy 0.40214 1.21539 0.331 0.74075
## org_name_2St Andrews Priory -0.64878 1.70664 -0.380 0.70384
## org_name_2St Francis 0.84944 1.37969 0.616 0.53812
## org_name_2St Louis School 1.17883 1.36677 0.862 0.38843
## org_name_2University Lab School -0.99503 1.25183 -0.795 0.42671
## org_name_2Waiakea High School -3.74752 1.51930 -2.467 0.01366 *
## org_name_2Waialua High School 0.59669 1.27786 0.467 0.64055
## org_name_2Waianae High School -0.96467 1.55155 -0.622 0.53412
## org_name_2Waimea High School -1.08043 1.26684 -0.853 0.39376
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 10.66 on 10614 degrees of freedom
## (6981 observations deleted due to missingness)
## Multiple R-squared: 0.01555, Adjusted R-squared: 0.01137
## F-statistic: 3.725 on 45 and 10614 DF, p-value: 7.192e-16Score Increase Model
No significant differences in model.
##
## Call:
## lm(formula = memory_visual_diff ~ org_name_2, data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -12.745 -6.722 -1.603 5.000 41.041
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 11.53043 0.80044 14.405 <2e-16 ***
## org_name_2Anuenue Schools 0.79814 1.30127 0.613 0.5397
## org_name_2Campbell High School 0.78207 0.98471 0.794 0.4271
## org_name_2Castle High School 1.51764 0.93641 1.621 0.1051
## org_name_2Damien Memorial School -0.09166 0.94410 -0.097 0.9227
## org_name_2Farrington High School 0.81071 0.91246 0.888 0.3743
## org_name_2Hanalani School 2.21466 1.05938 2.091 0.0366 *
## org_name_2Hawaii Baptist Academy 0.07245 0.95221 0.076 0.9393
## org_name_2Hilo High School 1.06531 1.07855 0.988 0.3233
## org_name_2Honokaa High School 1.25718 1.13700 1.106 0.2689
## org_name_2Iolani School 0.49290 0.87920 0.561 0.5751
## org_name_2Kahuku High School 1.02549 0.93972 1.091 0.2752
## org_name_2Kailua High School 1.27211 1.05357 1.207 0.2273
## org_name_2Kaimuki High School 1.31129 1.08203 1.212 0.2256
## org_name_2Kaiser High School -0.25119 0.95852 -0.262 0.7933
## org_name_2Kalaheo High School 0.34264 0.96130 0.356 0.7215
## org_name_2Kalani High School 0.77909 0.91413 0.852 0.3941
## org_name_2Kapaa High School 0.99145 0.94276 1.052 0.2930
## org_name_2Kapolei High School 0.58639 0.99248 0.591 0.5546
## org_name_2Kauai High School 0.42824 0.97220 0.440 0.6596
## org_name_2Keaau High School -0.36377 0.96597 -0.377 0.7065
## org_name_2Kealakehe High School -0.40009 0.89339 -0.448 0.6543
## org_name_2King Kekaulike High School -0.05156 0.99329 -0.052 0.9586
## org_name_2Konawaena High School 0.80937 1.16450 0.695 0.4870
## org_name_2La Pietra 1.78329 1.16751 1.527 0.1267
## org_name_2Lahainaluna High School 0.32832 1.02810 0.319 0.7495
## org_name_2Le Jardin Academy 0.87143 1.15296 0.756 0.4498
## org_name_2Leilehua High School 0.80557 0.91498 0.880 0.3787
## org_name_2Maui High School 0.67985 0.99248 0.685 0.4934
## org_name_2McKinley High School 0.16504 0.97156 0.170 0.8651
## org_name_2Mid Pacific Institute 0.46957 0.86670 0.542 0.5880
## org_name_2Mililani High School 0.46957 0.88908 0.528 0.5974
## org_name_2Moanalua High School 0.19179 0.99087 0.194 0.8465
## org_name_2Nanakuli High School 1.68832 1.18669 1.423 0.1548
## org_name_2Pearl City High School 0.14185 0.90457 0.157 0.8754
## org_name_2Radford High School 1.07205 1.04803 1.023 0.3064
## org_name_2Roosevelt High School 0.94672 1.00734 0.940 0.3473
## org_name_2Sacred Hearts Academy -0.42268 0.97893 -0.432 0.6659
## org_name_2St Andrews Priory 1.96109 1.37461 1.427 0.1537
## org_name_2St Francis 0.84860 1.11127 0.764 0.4451
## org_name_2St Louis School 1.00445 1.10086 0.912 0.3616
## org_name_2University Lab School 0.94916 1.00828 0.941 0.3465
## org_name_2Waiakea High School 0.49282 1.22371 0.403 0.6872
## org_name_2Waialua High School 1.36729 1.02925 1.328 0.1841
## org_name_2Waianae High School -0.43043 1.24969 -0.344 0.7305
## org_name_2Waimea High School 1.23043 1.02037 1.206 0.2279
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.584 on 10614 degrees of freedom
## (6981 observations deleted due to missingness)
## Multiple R-squared: 0.004462, Adjusted R-squared: 0.0002415
## F-statistic: 1.057 on 45 and 10614 DF, p-value: 0.3687Visual Motor
Baseline 1 Model
This model has multiple significant differences between schools.
##
## Call:
## lm(formula = user_visual_motor_composite_score_1 ~ org_name_1,
## data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -31.2087 -3.9811 -0.1285 4.1561 19.8296
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 31.40484 0.51087 61.473 < 2e-16 ***
## org_name_1Anuenue Schools 0.82908 0.89477 0.927 0.354155
## org_name_1Campbell High School 0.40955 0.64074 0.639 0.522719
## org_name_1Castle High School 2.09225 0.60391 3.465 0.000533 ***
## org_name_1Damien Memorial School 1.64554 0.60110 2.738 0.006198 **
## org_name_1Farrington High School 0.88235 0.59105 1.493 0.135494
## org_name_1Hanalani School 2.70728 0.68019 3.980 6.92e-05 ***
## org_name_1Hawaii Baptist Academy 3.37715 0.60550 5.577 2.49e-08 ***
## org_name_1Hilo High School 1.69011 0.68019 2.485 0.012976 *
## org_name_1Honokaa High School 0.35187 0.72367 0.486 0.626808
## org_name_1Iolani School 3.54707 0.56166 6.315 2.78e-10 ***
## org_name_1Island Pacific Academy 10.54516 6.33976 1.663 0.096268 .
## org_name_1Kahuku High School 2.34732 0.60481 3.881 0.000104 ***
## org_name_1Kailua High School 2.41975 0.66520 3.638 0.000276 ***
## org_name_1Kaimuki High School 0.57671 0.68803 0.838 0.401937
## org_name_1Kaiser High School 3.42085 0.62048 5.513 3.59e-08 ***
## org_name_1Kalaheo High School 2.91253 0.62142 4.687 2.80e-06 ***
## org_name_1Kalani High School 4.76312 0.58466 8.147 4.06e-16 ***
## org_name_1Kapaa High School 0.89175 0.59925 1.488 0.136747
## org_name_1Kapolei High School 2.29719 0.64765 3.547 0.000391 ***
## org_name_1Kauai High School 1.23581 0.62018 1.993 0.046316 *
## org_name_1Keaau High School 0.48020 0.62303 0.771 0.440870
## org_name_1Kealakehe High School 2.97761 0.57678 5.162 2.47e-07 ***
## org_name_1King Kekaulike High School 2.07614 0.63692 3.260 0.001118 **
## org_name_1Konawaena High School 2.08876 0.76187 2.742 0.006121 **
## org_name_1La Pietra -0.25938 0.75067 -0.346 0.729697
## org_name_1Lahainaluna High School 1.01679 0.66098 1.538 0.123998
## org_name_1Le Jardin Academy 1.76918 0.72982 2.424 0.015358 *
## org_name_1Leilehua High School 2.64658 0.58480 4.526 6.07e-06 ***
## org_name_1Maui High School 1.69789 0.64206 2.644 0.008192 **
## org_name_1McKinley High School 3.48586 0.61865 5.635 1.79e-08 ***
## org_name_1Mid Pacific Institute 0.01906 0.55500 0.034 0.972602
## org_name_1Mililani High School 2.57955 0.57145 4.514 6.41e-06 ***
## org_name_1Moanalua High School 4.10704 0.63411 6.477 9.68e-11 ***
## org_name_1Nanakuli High School -0.81499 0.75856 -1.074 0.282663
## org_name_1Pearl City High School 0.93390 0.57463 1.625 0.104137
## org_name_1Radford High School 2.71658 0.67582 4.020 5.86e-05 ***
## org_name_1Roosevelt High School 1.85140 0.65699 2.818 0.004839 **
## org_name_1Sacred Hearts Academy 2.18049 0.62080 3.512 0.000445 ***
## org_name_1St Andrews Priory 2.03645 0.87917 2.316 0.020555 *
## org_name_1St Francis 1.23987 0.72015 1.722 0.085148 .
## org_name_1St Louis School 1.87707 0.71787 2.615 0.008938 **
## org_name_1University Lab School 0.07502 0.63255 0.119 0.905590
## org_name_1Waiakea High School 1.50266 0.77796 1.932 0.053438 .
## org_name_1Waialua High School 1.17676 0.64863 1.814 0.069663 .
## org_name_1Waianae High School -0.45207 0.80081 -0.565 0.572407
## org_name_1Waimea High School 0.51091 0.65268 0.783 0.433771
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.319 on 13705 degrees of freedom
## (3889 observations deleted due to missingness)
## Multiple R-squared: 0.04038, Adjusted R-squared: 0.03716
## F-statistic: 12.54 on 46 and 13705 DF, p-value: < 2.2e-16Baseline 2 Model
This model has multiple significant differences between schools.
##
## Call:
## lm(formula = user_visual_motor_composite_score_2 ~ org_name_2,
## data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -28.1196 -4.3633 -0.1051 4.4964 16.7319
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 36.78856 0.49724 73.986 < 2e-16 ***
## org_name_2Anuenue Schools 0.84103 0.87089 0.966 0.334201
## org_name_2Campbell High School 0.32843 0.62407 0.526 0.598706
## org_name_2Castle High School 2.28042 0.58779 3.880 0.000105 ***
## org_name_2Damien Memorial School 2.10768 0.58485 3.604 0.000315 ***
## org_name_2Farrington High School 0.89708 0.57527 1.559 0.118924
## org_name_2Hanalani School 3.48477 0.66204 5.264 1.43e-07 ***
## org_name_2Hawaii Baptist Academy 3.86551 0.58934 6.559 5.61e-11 ***
## org_name_2Hilo High School 1.39573 0.66204 2.108 0.035030 *
## org_name_2Honokaa High School 0.32762 0.70436 0.465 0.641841
## org_name_2Iolani School 4.56572 0.54668 8.352 < 2e-16 ***
## org_name_2Kahuku High School 2.11684 0.58867 3.596 0.000324 ***
## org_name_2Kailua High School 2.69226 0.64745 4.158 3.23e-05 ***
## org_name_2Kaimuki High School 0.90713 0.66967 1.355 0.175572
## org_name_2Kaiser High School 3.82318 0.60393 6.331 2.52e-10 ***
## org_name_2Kalaheo High School 2.61937 0.60484 4.331 1.50e-05 ***
## org_name_2Kalani High School 4.95537 0.56905 8.708 < 2e-16 ***
## org_name_2Kapaa High School 1.29655 0.58326 2.223 0.026236 *
## org_name_2Kapolei High School 2.16926 0.63036 3.441 0.000581 ***
## org_name_2Kauai High School 1.58153 0.60362 2.620 0.008801 **
## org_name_2Keaau High School 0.35784 0.60640 0.590 0.555130
## org_name_2Kealakehe High School 2.32181 0.56139 4.136 3.56e-05 ***
## org_name_2King Kekaulike High School 2.01524 0.61992 3.251 0.001154 **
## org_name_2Konawaena High School 1.37696 0.74154 1.857 0.063347 .
## org_name_2La Pietra -0.01796 0.73063 -0.025 0.980394
## org_name_2Lahainaluna High School 0.85853 0.64334 1.334 0.182069
## org_name_2Le Jardin Academy 2.14801 0.71158 3.019 0.002544 **
## org_name_2Leilehua High School 2.47959 0.56919 4.356 1.33e-05 ***
## org_name_2Maui High School 1.56360 0.62493 2.502 0.012360 *
## org_name_2McKinley High School 3.11662 0.60214 5.176 2.30e-07 ***
## org_name_2Mid Pacific Institute 0.60946 0.54009 1.128 0.259151
## org_name_2Mililani High School 2.43689 0.55620 4.381 1.19e-05 ***
## org_name_2Moanalua High School 4.26108 0.61718 6.904 5.28e-12 ***
## org_name_2Nanakuli High School -0.89045 0.73831 -1.206 0.227815
## org_name_2Pearl City High School 1.10340 0.55929 1.973 0.048533 *
## org_name_2Radford High School 3.30379 0.65778 5.023 5.16e-07 ***
## org_name_2Roosevelt High School 3.29704 0.63946 5.156 2.56e-07 ***
## org_name_2Sacred Hearts Academy 2.16891 0.60423 3.590 0.000332 ***
## org_name_2St Andrews Priory 2.07272 0.85570 2.422 0.015438 *
## org_name_2St Francis 1.50763 0.70093 2.151 0.031501 *
## org_name_2St Louis School 1.35042 0.69871 1.933 0.053289 .
## org_name_2University Lab School 1.11224 0.61567 1.807 0.070855 .
## org_name_2Waiakea High School 1.71282 0.75720 2.262 0.023711 *
## org_name_2Waialua High School 1.06176 0.63132 1.682 0.092627 .
## org_name_2Waianae High School -0.62970 0.77943 -0.808 0.419162
## org_name_2Waimea High School 0.53536 0.63527 0.843 0.399389
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.15 on 13706 degrees of freedom
## (3889 observations deleted due to missingness)
## Multiple R-squared: 0.04567, Adjusted R-squared: 0.04254
## F-statistic: 14.58 on 45 and 13706 DF, p-value: < 2.2e-16Score Increase Model
No significant differences in model.
##
## Call:
## lm(formula = visual_motor_diff ~ org_name_2, data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.809 -2.930 -0.646 2.112 32.109
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.38373 0.31849 16.904 < 2e-16 ***
## org_name_2Anuenue Schools 0.01195 0.55782 0.021 0.982909
## org_name_2Campbell High School -0.12429 0.39973 -0.311 0.755855
## org_name_2Castle High School 0.18817 0.37649 0.500 0.617227
## org_name_2Damien Memorial School 0.49402 0.37461 1.319 0.187275
## org_name_2Farrington High School 0.01473 0.36847 0.040 0.968122
## org_name_2Hanalani School 0.77749 0.42405 1.833 0.066754 .
## org_name_2Hawaii Baptist Academy 0.48836 0.37749 1.294 0.195780
## org_name_2Hilo High School -0.29438 0.42405 -0.694 0.487561
## org_name_2Honokaa High School -0.02425 0.45116 -0.054 0.957131
## org_name_2Iolani School 1.01865 0.35016 2.909 0.003630 **
## org_name_2Kahuku High School -0.23047 0.37706 -0.611 0.541053
## org_name_2Kailua High School 0.27250 0.41471 0.657 0.511131
## org_name_2Kaimuki High School 0.33042 0.42894 0.770 0.441120
## org_name_2Kaiser High School 0.40233 0.38683 1.040 0.298322
## org_name_2Kalaheo High School -0.29316 0.38741 -0.757 0.449233
## org_name_2Kalani High School 0.19225 0.36449 0.527 0.597899
## org_name_2Kapaa High School 0.40480 0.37359 1.084 0.278587
## org_name_2Kapolei High School -0.12793 0.40376 -0.317 0.751363
## org_name_2Kauai High School 0.34572 0.38663 0.894 0.371246
## org_name_2Keaau High School -0.12236 0.38841 -0.315 0.752754
## org_name_2Kealakehe High School -0.65579 0.35958 -1.824 0.068212 .
## org_name_2King Kekaulike High School -0.06090 0.39707 -0.153 0.878109
## org_name_2Konawaena High School -0.71181 0.47497 -1.499 0.133992
## org_name_2La Pietra 0.24143 0.46799 0.516 0.605945
## org_name_2Lahainaluna High School -0.15826 0.41208 -0.384 0.700938
## org_name_2Le Jardin Academy 0.28175 0.45578 0.618 0.536469
## org_name_2Leilehua High School -0.16699 0.36458 -0.458 0.646932
## org_name_2Maui High School -0.13429 0.40028 -0.335 0.737254
## org_name_2McKinley High School -0.36924 0.38569 -0.957 0.338398
## org_name_2Mid Pacific Institute 0.59263 0.34594 1.713 0.086715 .
## org_name_2Mililani High School -0.14266 0.35626 -0.400 0.688844
## org_name_2Moanalua High School 0.15405 0.39532 0.390 0.696779
## org_name_2Nanakuli High School -0.07546 0.47291 -0.160 0.873229
## org_name_2Pearl City High School 0.16950 0.35824 0.473 0.636118
## org_name_2Radford High School 0.58721 0.42133 1.394 0.163427
## org_name_2Roosevelt High School 1.44563 0.40959 3.529 0.000418 ***
## org_name_2Sacred Hearts Academy -0.01158 0.38702 -0.030 0.976139
## org_name_2St Andrews Priory 0.03627 0.54810 0.066 0.947233
## org_name_2St Francis 0.26776 0.44896 0.596 0.550920
## org_name_2St Louis School -0.52666 0.44754 -1.177 0.239302
## org_name_2University Lab School 1.03722 0.39435 2.630 0.008544 **
## org_name_2Waiakea High School 0.21015 0.48500 0.433 0.664801
## org_name_2Waialua High School -0.11501 0.40437 -0.284 0.776104
## org_name_2Waianae High School -0.17763 0.49924 -0.356 0.721997
## org_name_2Waimea High School 0.02446 0.40690 0.060 0.952074
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.94 on 13706 degrees of freedom
## (3889 observations deleted due to missingness)
## Multiple R-squared: 0.01244, Adjusted R-squared: 0.009193
## F-statistic: 3.835 on 45 and 13706 DF, p-value: < 2.2e-16Impulse Control
Baseline 1 Model
##
## Call:
## lm(formula = user_impulse_control_composite_score_1 ~ org_name_1,
## data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9.632 -3.859 -1.194 2.624 21.188
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 8.900990 0.530991 16.763 < 2e-16 ***
## org_name_1Anuenue Schools 1.002856 0.910818 1.101 0.2709
## org_name_1Campbell High School -0.004251 0.660847 -0.006 0.9949
## org_name_1Castle High School 0.958385 0.627049 1.528 0.1264
## org_name_1Damien Memorial School 1.355515 0.622748 2.177 0.0295 *
## org_name_1Farrington High School 0.475216 0.611161 0.778 0.4368
## org_name_1Hanalani School 1.800933 0.745500 2.416 0.0157 *
## org_name_1Hawaii Baptist Academy 0.515677 0.643265 0.802 0.4228
## org_name_1Hilo High School 1.186311 0.712714 1.664 0.0960 .
## org_name_1Honokaa High School 0.862451 0.766914 1.125 0.2608
## org_name_1Iolani School 0.789010 0.594260 1.328 0.1843
## org_name_1Island Pacific Academy 10.099010 5.362750 1.883 0.0597 .
## org_name_1Kahuku High School 0.563577 0.627747 0.898 0.3693
## org_name_1Kailua High School 1.731363 0.700958 2.470 0.0135 *
## org_name_1Kaimuki High School 0.995010 0.713981 1.394 0.1635
## org_name_1Kaiser High School 0.736625 0.642325 1.147 0.2515
## org_name_1Kalaheo High School 0.094084 0.649795 0.145 0.8849
## org_name_1Kalani High School 0.464706 0.611646 0.760 0.4474
## org_name_1Kapaa High School 0.426741 0.633722 0.673 0.5007
## org_name_1Kapolei High School 0.205751 0.664782 0.310 0.7569
## org_name_1Kauai High School 1.518821 0.645196 2.354 0.0186 *
## org_name_1Keaau High School 0.978080 0.643742 1.519 0.1287
## org_name_1Kealakehe High School -0.360054 0.604333 -0.596 0.5513
## org_name_1King Kekaulike High School 0.749010 0.663444 1.129 0.2589
## org_name_1Konawaena High School 0.686510 0.798696 0.860 0.3901
## org_name_1La Pietra 1.688753 0.804390 2.099 0.0358 *
## org_name_1Lahainaluna High School 0.670438 0.704319 0.952 0.3412
## org_name_1Le Jardin Academy 0.466099 0.801512 0.582 0.5609
## org_name_1Leilehua High School 1.293089 0.612884 2.110 0.0349 *
## org_name_1Maui High School 0.471103 0.668967 0.704 0.4813
## org_name_1McKinley High School 1.477541 0.665462 2.220 0.0264 *
## org_name_1Mid Pacific Institute 0.582758 0.580001 1.005 0.3150
## org_name_1Mililani High School 0.840556 0.592231 1.419 0.1558
## org_name_1Moanalua High School 0.404399 0.672662 0.601 0.5477
## org_name_1Nanakuli High School 1.076538 0.775835 1.388 0.1653
## org_name_1Pearl City High School 0.559327 0.597736 0.936 0.3494
## org_name_1Radford High School 0.870196 0.723383 1.203 0.2290
## org_name_1Roosevelt High School -0.088490 0.678184 -0.130 0.8962
## org_name_1Sacred Hearts Academy 0.119314 0.653074 0.183 0.8550
## org_name_1St Andrews Priory 1.412735 0.916694 1.541 0.1233
## org_name_1St Francis 0.013904 0.764788 0.018 0.9855
## org_name_1St Louis School 0.747659 0.733827 1.019 0.3083
## org_name_1University Lab School 2.703530 0.665462 4.063 4.9e-05 ***
## org_name_1Waiakea High School 1.865244 0.807332 2.310 0.0209 *
## org_name_1Waialua High School 0.669480 0.687803 0.973 0.3304
## org_name_1Waianae High School 1.860915 0.856720 2.172 0.0299 *
## org_name_1Waimea High School 0.152040 0.705470 0.216 0.8294
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 5.336 on 8599 degrees of freedom
## (8995 observations deleted due to missingness)
## Multiple R-squared: 0.01182, Adjusted R-squared: 0.006534
## F-statistic: 2.236 on 46 and 8599 DF, p-value: 3.445e-06Baseline 2 Model
##
## Call:
## lm(formula = user_impulse_control_composite_score_2 ~ org_name_2,
## data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.1582 -2.5743 -0.7616 1.7323 20.0000
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.57426 0.35817 12.771 < 2e-16 ***
## org_name_2Anuenue Schools 0.56036 0.61438 0.912 0.36176
## org_name_2Campbell High School 0.03444 0.44577 0.077 0.93842
## org_name_2Castle High School 0.41793 0.42297 0.988 0.32314
## org_name_2Damien Memorial School 0.69340 0.42007 1.651 0.09884 .
## org_name_2Farrington High School 0.25854 0.41225 0.627 0.53058
## org_name_2Hanalani School 1.19497 0.50287 2.376 0.01751 *
## org_name_2Hawaii Baptist Academy 0.38408 0.43391 0.885 0.37610
## org_name_2Hilo High School 0.64796 0.48075 1.348 0.17776
## org_name_2Honokaa High School 1.02789 0.51731 1.987 0.04696 *
## org_name_2Iolani School 0.78574 0.40085 1.960 0.05001 .
## org_name_2Kahuku High School 0.30370 0.42344 0.717 0.47326
## org_name_2Kailua High School 0.85221 0.47282 1.802 0.07152 .
## org_name_2Kaimuki High School 0.50574 0.48161 1.050 0.29370
## org_name_2Kaiser High School 0.53125 0.43327 1.226 0.22019
## org_name_2Kalaheo High School 0.30752 0.43831 0.702 0.48295
## org_name_2Kalani High School 0.59726 0.41258 1.448 0.14776
## org_name_2Kapaa High School 0.51398 0.42747 1.202 0.22925
## org_name_2Kapolei High School 0.24035 0.44842 0.536 0.59198
## org_name_2Kauai High School 0.97763 0.43521 2.246 0.02471 *
## org_name_2Keaau High School 0.34667 0.43423 0.798 0.42468
## org_name_2Kealakehe High School 0.10995 0.40765 0.270 0.78738
## org_name_2King Kekaulike High School 0.60352 0.44752 1.349 0.17750
## org_name_2Konawaena High School 0.55074 0.53875 1.022 0.30669
## org_name_2La Pietra 1.14369 0.54259 2.108 0.03508 *
## org_name_2Lahainaluna High School 0.69642 0.47509 1.466 0.14272
## org_name_2Le Jardin Academy 0.97005 0.54065 1.794 0.07281 .
## org_name_2Leilehua High School 0.80074 0.41341 1.937 0.05279 .
## org_name_2Maui High School 0.18737 0.45124 0.415 0.67798
## org_name_2McKinley High School 0.84382 0.44888 1.880 0.06016 .
## org_name_2Mid Pacific Institute 0.72727 0.39117 1.859 0.06303 .
## org_name_2Mililani High School 0.73251 0.39948 1.834 0.06674 .
## org_name_2Moanalua High School 0.62335 0.45374 1.374 0.16954
## org_name_2Nanakuli High School 0.81900 0.52333 1.565 0.11763
## org_name_2Pearl City High School 0.41781 0.40320 1.036 0.30012
## org_name_2Radford High School 0.42574 0.48795 0.873 0.38295
## org_name_2Roosevelt High School -0.04926 0.45746 -0.108 0.91426
## org_name_2Sacred Hearts Academy 0.20239 0.44052 0.459 0.64593
## org_name_2St Andrews Priory 0.91594 0.61835 1.481 0.13857
## org_name_2St Francis 0.51085 0.51588 0.990 0.32208
## org_name_2St Louis School 0.45277 0.49500 0.915 0.36038
## org_name_2University Lab School 1.58393 0.44888 3.529 0.00042 ***
## org_name_2Waiakea High School 1.36081 0.54458 2.499 0.01248 *
## org_name_2Waialua High School 0.68078 0.46395 1.467 0.14232
## org_name_2Waianae High School 1.80669 0.57789 3.126 0.00178 **
## org_name_2Waimea High School 0.09998 0.47587 0.210 0.83359
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.6 on 8600 degrees of freedom
## (8995 observations deleted due to missingness)
## Multiple R-squared: 0.008761, Adjusted R-squared: 0.003574
## F-statistic: 1.689 on 45 and 8600 DF, p-value: 0.002718Score Increase Model
##
## Call:
## lm(formula = impulse_control_diff ~ org_name_2, data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.446 -2.587 -1.194 1.538 21.565
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.326733 0.373910 11.572 <2e-16 ***
## org_name_2Anuenue Schools 0.442498 0.641374 0.690 0.4903
## org_name_2Campbell High School -0.038689 0.465351 -0.083 0.9337
## org_name_2Castle High School 0.540455 0.441551 1.224 0.2210
## org_name_2Damien Memorial School 0.662115 0.438522 1.510 0.1311
## org_name_2Farrington High School 0.216676 0.430364 0.503 0.6146
## org_name_2Hanalani School 0.605960 0.524961 1.154 0.2484
## org_name_2Hawaii Baptist Academy 0.131601 0.452970 0.291 0.7714
## org_name_2Hilo High School 0.538347 0.501874 1.073 0.2834
## org_name_2Honokaa High School -0.165442 0.540041 -0.306 0.7593
## org_name_2Iolani School 0.003267 0.418462 0.008 0.9938
## org_name_2Kahuku High School 0.259881 0.442043 0.588 0.5566
## org_name_2Kailua High School 0.879150 0.493596 1.781 0.0749 .
## org_name_2Kaimuki High School 0.489267 0.502766 0.973 0.3305
## org_name_2Kaiser High School 0.205377 0.452308 0.454 0.6498
## org_name_2Kalaheo High School -0.213432 0.457568 -0.466 0.6409
## org_name_2Kalani High School -0.132558 0.430705 -0.308 0.7583
## org_name_2Kapaa High School -0.087237 0.446250 -0.195 0.8450
## org_name_2Kapolei High School -0.034598 0.468122 -0.074 0.9411
## org_name_2Kauai High School 0.541192 0.454330 1.191 0.2336
## org_name_2Keaau High School 0.631407 0.453306 1.393 0.1637
## org_name_2Kealakehe High School -0.470008 0.425555 -1.104 0.2694
## org_name_2King Kekaulike High School 0.145490 0.467180 0.311 0.7555
## org_name_2Konawaena High School 0.135767 0.562421 0.241 0.8093
## org_name_2La Pietra 0.545062 0.566430 0.962 0.3359
## org_name_2Lahainaluna High School -0.025981 0.495963 -0.052 0.9582
## org_name_2Le Jardin Academy -0.503948 0.564404 -0.893 0.3719
## org_name_2Leilehua High School 0.492346 0.431576 1.141 0.2540
## org_name_2Maui High School 0.283732 0.471069 0.602 0.5470
## org_name_2McKinley High School 0.633719 0.468601 1.352 0.1763
## org_name_2Mid Pacific Institute -0.126351 0.408358 -0.309 0.7570
## org_name_2Mililani High School 0.108050 0.417033 0.259 0.7956
## org_name_2Moanalua High School -0.218948 0.473670 -0.462 0.6439
## org_name_2Nanakuli High School 0.257537 0.546322 0.471 0.6374
## org_name_2Pearl City High School 0.141521 0.420910 0.336 0.7367
## org_name_2Radford High School 0.444454 0.509387 0.873 0.3829
## org_name_2Roosevelt High School -0.039233 0.477559 -0.082 0.9345
## org_name_2Sacred Hearts Academy -0.083078 0.459877 -0.181 0.8566
## org_name_2St Andrews Priory 0.496797 0.645511 0.770 0.4415
## org_name_2St Francis -0.496945 0.538543 -0.923 0.3562
## org_name_2St Louis School 0.294889 0.516742 0.571 0.5682
## org_name_2University Lab School 1.119595 0.468601 2.389 0.0169 *
## org_name_2Waiakea High School 0.504436 0.568502 0.887 0.3749
## org_name_2Waialua High School -0.011296 0.484333 -0.023 0.9814
## org_name_2Waianae High School 0.054220 0.603280 0.090 0.9284
## org_name_2Waimea High School 0.052055 0.496773 0.105 0.9165
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.758 on 8600 degrees of freedom
## (8995 observations deleted due to missingness)
## Multiple R-squared: 0.008213, Adjusted R-squared: 0.003023
## F-statistic: 1.583 on 45 and 8600 DF, p-value: 0.007851Reaction Time
Baseline 1 Model
##
## Call:
## lm(formula = user_reaction_time_composite_score_1 ~ org_name_1,
## data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.25065 -0.06601 -0.01571 0.04674 2.10935
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.6957265 0.0099971 69.593 < 2e-16 ***
## org_name_1Anuenue Schools -0.0230146 0.0172665 -1.333 0.182591
## org_name_1Campbell High School -0.0127467 0.0126095 -1.011 0.312096
## org_name_1Castle High School -0.0215648 0.0116169 -1.856 0.063433 .
## org_name_1Damien Memorial School -0.0147773 0.0118144 -1.251 0.211039
## org_name_1Farrington High School -0.0278991 0.0116079 -2.403 0.016258 *
## org_name_1Hanalani School -0.0247626 0.0130531 -1.897 0.057846 .
## org_name_1Hawaii Baptist Academy -0.0413970 0.0120309 -3.441 0.000582 ***
## org_name_1Hilo High School -0.0431640 0.0131539 -3.281 0.001036 **
## org_name_1Honokaa High School 0.0042735 0.0143951 0.297 0.766570
## org_name_1Iolani School -0.0331002 0.0109374 -3.026 0.002481 **
## org_name_1Kahuku High School -0.0239384 0.0117755 -2.033 0.042087 *
## org_name_1Kailua High School -0.0236335 0.0129586 -1.824 0.068216 .
## org_name_1Kaimuki High School 0.0006485 0.0131539 0.049 0.960680
## org_name_1Kaiser High School -0.0596873 0.0120747 -4.943 7.80e-07 ***
## org_name_1Kalaheo High School -0.0307914 0.0122704 -2.509 0.012108 *
## org_name_1Kalani High School -0.0652633 0.0114806 -5.685 1.35e-08 ***
## org_name_1Kapaa High School -0.0261265 0.0117864 -2.217 0.026667 *
## org_name_1Kapolei High School -0.0168967 0.0127334 -1.327 0.184551
## org_name_1Kauai High School -0.0398549 0.0123928 -3.216 0.001304 **
## org_name_1Keaau High School -0.0254248 0.0122615 -2.074 0.038145 *
## org_name_1Kealakehe High School -0.0500283 0.0112374 -4.452 8.60e-06 ***
## org_name_1King Kekaulike High School -0.0312872 0.0124332 -2.516 0.011869 *
## org_name_1Konawaena High School -0.0598502 0.0148489 -4.031 5.60e-05 ***
## org_name_1La Pietra 0.0182931 0.0146486 1.249 0.211767
## org_name_1Lahainaluna High School -0.0372470 0.0129740 -2.871 0.004101 **
## org_name_1Le Jardin Academy -0.0204419 0.0139646 -1.464 0.143266
## org_name_1Leilehua High School -0.0360171 0.0113250 -3.180 0.001475 **
## org_name_1Maui High School -0.0145177 0.0128137 -1.133 0.257247
## org_name_1McKinley High School -0.0551839 0.0120526 -4.579 4.73e-06 ***
## org_name_1Mid Pacific Institute -0.0008853 0.0108458 -0.082 0.934943
## org_name_1Mililani High School -0.0392192 0.0111469 -3.518 0.000436 ***
## org_name_1Moanalua High School -0.0422244 0.0122180 -3.456 0.000551 ***
## org_name_1Nanakuli High School 0.0146859 0.0148489 0.989 0.322677
## org_name_1Pearl City High School -0.0188244 0.0112507 -1.673 0.094321 .
## org_name_1Radford High School -0.0497138 0.0131890 -3.769 0.000165 ***
## org_name_1Roosevelt High School 0.0449187 0.0127597 3.520 0.000433 ***
## org_name_1Sacred Hearts Academy -0.0101803 0.0122096 -0.834 0.404415
## org_name_1St Andrews Priory 0.0033013 0.0161972 0.204 0.838499
## org_name_1St Francis -0.0141640 0.0138310 -1.024 0.305821
## org_name_1St Louis School -0.0124707 0.0138053 -0.903 0.366375
## org_name_1University Lab School -0.0100122 0.0123347 -0.812 0.416975
## org_name_1Waiakea High School -0.0309030 0.0154113 -2.005 0.044966 *
## org_name_1Waialua High School -0.0329358 0.0129586 -2.542 0.011048 *
## org_name_1Waianae High School 0.0100052 0.0155738 0.642 0.520602
## org_name_1Waimea High School -0.0266942 0.0127597 -2.092 0.036455 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1081 on 10587 degrees of freedom
## (7008 observations deleted due to missingness)
## Multiple R-squared: 0.0345, Adjusted R-squared: 0.0304
## F-statistic: 8.407 on 45 and 10587 DF, p-value: < 2.2e-16Baseline 2 Model
##
## Call:
## lm(formula = user_reaction_time_composite_score_2 ~ org_name_2,
## data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.22229 -0.04782 -0.00482 0.03953 0.44071
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 6.005e-01 6.163e-03 97.435 < 2e-16 ***
## org_name_2Anuenue Schools -7.631e-03 1.064e-02 -0.717 0.473438
## org_name_2Campbell High School -2.949e-03 7.781e-03 -0.379 0.704661
## org_name_2Castle High School -5.692e-03 7.162e-03 -0.795 0.426725
## org_name_2Damien Memorial School -3.985e-05 7.280e-03 -0.005 0.995633
## org_name_2Farrington High School -1.123e-02 7.156e-03 -1.569 0.116712
## org_name_2Hanalani School -1.865e-02 8.047e-03 -2.317 0.020523 *
## org_name_2Hawaii Baptist Academy -2.270e-02 7.417e-03 -3.060 0.002218 **
## org_name_2Hilo High School -2.476e-02 8.109e-03 -3.054 0.002267 **
## org_name_2Honokaa High School 1.839e-02 8.875e-03 2.072 0.038309 *
## org_name_2Iolani School -2.799e-02 6.743e-03 -4.151 3.34e-05 ***
## org_name_2Kahuku High School -9.056e-03 7.260e-03 -1.247 0.212263
## org_name_2Kailua High School -1.191e-02 7.989e-03 -1.491 0.136102
## org_name_2Kaimuki High School 9.362e-03 8.109e-03 1.154 0.248324
## org_name_2Kaiser High School -3.985e-02 7.444e-03 -5.353 8.84e-08 ***
## org_name_2Kalaheo High School -1.579e-02 7.565e-03 -2.088 0.036831 *
## org_name_2Kalani High School -4.269e-02 7.078e-03 -6.032 1.67e-09 ***
## org_name_2Kapaa High School -1.385e-02 7.266e-03 -1.906 0.056738 .
## org_name_2Kapolei High School -8.226e-03 7.850e-03 -1.048 0.294742
## org_name_2Kauai High School -1.703e-02 7.640e-03 -2.229 0.025863 *
## org_name_2Keaau High School -1.008e-02 7.559e-03 -1.334 0.182326
## org_name_2Kealakehe High School -2.916e-02 6.928e-03 -4.209 2.58e-05 ***
## org_name_2King Kekaulike High School -1.663e-02 7.665e-03 -2.170 0.030017 *
## org_name_2Konawaena High School -4.041e-02 9.154e-03 -4.414 1.02e-05 ***
## org_name_2La Pietra 2.282e-02 9.031e-03 2.527 0.011520 *
## org_name_2Lahainaluna High School -1.636e-02 7.998e-03 -2.046 0.040830 *
## org_name_2Le Jardin Academy -1.305e-02 8.626e-03 -1.513 0.130245
## org_name_2Leilehua High School -1.574e-02 6.982e-03 -2.255 0.024164 *
## org_name_2Maui High School -1.051e-02 7.900e-03 -1.331 0.183283
## org_name_2McKinley High School -2.699e-02 7.430e-03 -3.632 0.000283 ***
## org_name_2Mid Pacific Institute 7.584e-03 6.686e-03 1.134 0.256676
## org_name_2Mililani High School -1.843e-02 6.872e-03 -2.682 0.007320 **
## org_name_2Moanalua High School -2.579e-02 7.532e-03 -3.423 0.000621 ***
## org_name_2Nanakuli High School 1.464e-02 9.154e-03 1.599 0.109752
## org_name_2Pearl City High School -1.006e-02 6.936e-03 -1.450 0.147088
## org_name_2Radford High School -2.172e-02 8.131e-03 -2.671 0.007581 **
## org_name_2Roosevelt High School -1.938e-02 7.866e-03 -2.464 0.013749 *
## org_name_2Sacred Hearts Academy 2.891e-03 7.527e-03 0.384 0.700975
## org_name_2St Andrews Priory 1.490e-02 9.986e-03 1.493 0.135586
## org_name_2St Francis 3.706e-03 8.527e-03 0.435 0.663844
## org_name_2St Louis School 2.665e-03 8.511e-03 0.313 0.754149
## org_name_2University Lab School 2.907e-04 7.604e-03 0.038 0.969501
## org_name_2Waiakea High School -1.475e-02 9.501e-03 -1.552 0.120630
## org_name_2Waialua High School -5.978e-03 7.989e-03 -0.748 0.454311
## org_name_2Waianae High School 1.937e-02 9.601e-03 2.017 0.043725 *
## org_name_2Waimea High School -1.256e-02 7.866e-03 -1.596 0.110484
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.06667 on 10587 degrees of freedom
## (7008 observations deleted due to missingness)
## Multiple R-squared: 0.0434, Adjusted R-squared: 0.03933
## F-statistic: 10.67 on 45 and 10587 DF, p-value: < 2.2e-16Score Increase Model
##
## Call:
## lm(formula = reaction_time_diff ~ org_name_2, data = baseline_school)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.14952 -0.04934 -0.01934 0.02565 2.20048
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.521e-02 7.763e-03 12.265 < 2e-16 ***
## org_name_2Anuenue Schools -1.538e-02 1.341e-02 -1.147 0.25127
## org_name_2Campbell High School -1.176e-02 9.801e-03 -1.200 0.23013
## org_name_2Castle High School -1.587e-02 9.021e-03 -1.760 0.07852 .
## org_name_2Damien Memorial School -1.342e-02 9.170e-03 -1.464 0.14326
## org_name_2Farrington High School -1.667e-02 9.014e-03 -1.850 0.06440 .
## org_name_2Hanalani School -6.117e-03 1.014e-02 -0.604 0.54618
## org_name_2Hawaii Baptist Academy -1.870e-02 9.342e-03 -2.002 0.04535 *
## org_name_2Hilo High School -1.840e-02 1.021e-02 -1.802 0.07165 .
## org_name_2Honokaa High School -1.411e-02 1.118e-02 -1.263 0.20679
## org_name_2Iolani School -5.113e-03 8.493e-03 -0.602 0.54720
## org_name_2Kahuku High School -1.488e-02 9.144e-03 -1.628 0.10364
## org_name_2Kailua High School -1.173e-02 1.006e-02 -1.165 0.24395
## org_name_2Kaimuki High School -8.714e-03 1.021e-02 -0.853 0.39363
## org_name_2Kaiser High School -1.984e-02 9.376e-03 -2.116 0.03436 *
## org_name_2Kalaheo High School -1.500e-02 9.528e-03 -1.574 0.11552
## org_name_2Kalani High School -2.257e-02 8.915e-03 -2.532 0.01136 *
## org_name_2Kapaa High School -1.228e-02 9.152e-03 -1.342 0.17970
## org_name_2Kapolei High School -8.671e-03 9.888e-03 -0.877 0.38053
## org_name_2Kauai High School -2.283e-02 9.623e-03 -2.372 0.01770 *
## org_name_2Keaau High School -1.534e-02 9.521e-03 -1.611 0.10711
## org_name_2Kealakehe High School -2.087e-02 8.726e-03 -2.391 0.01681 *
## org_name_2King Kekaulike High School -1.465e-02 9.655e-03 -1.518 0.12912
## org_name_2Konawaena High School -1.944e-02 1.153e-02 -1.686 0.09183 .
## org_name_2La Pietra -4.527e-03 1.137e-02 -0.398 0.69063
## org_name_2Lahainaluna High School -2.089e-02 1.007e-02 -2.073 0.03818 *
## org_name_2Le Jardin Academy -7.919e-03 1.087e-02 -0.729 0.46615
## org_name_2Leilehua High School -2.027e-02 8.794e-03 -2.305 0.02116 *
## org_name_2Maui High School -4.005e-03 9.950e-03 -0.402 0.68733
## org_name_2McKinley High School -2.820e-02 9.359e-03 -3.013 0.00259 **
## org_name_2Mid Pacific Institute -8.401e-03 8.421e-03 -0.998 0.31849
## org_name_2Mililani High School -2.079e-02 8.656e-03 -2.401 0.01635 *
## org_name_2Moanalua High School -1.644e-02 9.488e-03 -1.733 0.08321 .
## org_name_2Nanakuli High School 4.406e-05 1.153e-02 0.004 0.99695
## org_name_2Pearl City High School -8.767e-03 8.736e-03 -1.004 0.31563
## org_name_2Radford High School -2.800e-02 1.024e-02 -2.734 0.00627 **
## org_name_2Roosevelt High School 6.430e-02 9.908e-03 6.490 8.98e-11 ***
## org_name_2Sacred Hearts Academy -1.307e-02 9.481e-03 -1.379 0.16804
## org_name_2St Andrews Priory -1.160e-02 1.258e-02 -0.922 0.35629
## org_name_2St Francis -1.787e-02 1.074e-02 -1.664 0.09617 .
## org_name_2St Louis School -1.514e-02 1.072e-02 -1.412 0.15800
## org_name_2University Lab School -1.030e-02 9.578e-03 -1.076 0.28210
## org_name_2Waiakea High School -1.615e-02 1.197e-02 -1.350 0.17707
## org_name_2Waialua High School -2.696e-02 1.006e-02 -2.679 0.00740 **
## org_name_2Waianae High School -9.360e-03 1.209e-02 -0.774 0.43896
## org_name_2Waimea High School -1.414e-02 9.908e-03 -1.427 0.15363
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.08397 on 10587 degrees of freedom
## (7008 observations deleted due to missingness)
## Multiple R-squared: 0.02059, Adjusted R-squared: 0.01643
## F-statistic: 4.946 on 45 and 10587 DF, p-value: < 2.2e-16What is the relationship between sport played and point increase on baseline testing?
To explore the relationship between sport played and point increase on baseline testing, sports with 400 or more individuals who completed two baseline tests were included from the sample of individuals who achieved positive gain on at least one baseline test domain. This new sample consists of 15,520 individuals.
Verbal Memory
Baseline 1 Model
##
## Call:
## lm(formula = user_memory_composite_score_verbal_1 ~ user_current_sport_1,
## data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -38.110 -6.214 0.493 6.786 21.732
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 75.0000 6.5181 11.506
## user_current_sport_1Baseball 3.0969 6.5300 0.474
## user_current_sport_1Basketball 4.2142 6.5238 0.646
## user_current_sport_1Boating Related 7.1538 7.0015 1.022
## user_current_sport_1Bowling 8.3333 8.4148 0.990
## user_current_sport_1Boxing 6.7500 7.9830 0.846
## user_current_sport_1Bull Riding -1.0000 11.2897 -0.089
## user_current_sport_1Cheerleading 6.1146 6.5340 0.936
## user_current_sport_1Dance 5.6667 8.4148 0.673
## user_current_sport_1Field Hockey 6.0000 11.2897 0.531
## user_current_sport_1Football 2.7855 6.5237 0.427
## user_current_sport_1Football Freshman 2.2680 6.5349 0.347
## user_current_sport_1Football Junior Varsity 2.8081 6.5259 0.430
## user_current_sport_1Football Middle School 1.4194 6.7251 0.211
## user_current_sport_1Football Varsity 3.2698 6.5696 0.498
## user_current_sport_1Golf 5.5833 7.0403 0.793
## user_current_sport_1Gymnastics 2.5556 7.2060 0.355
## user_current_sport_1Ice Hockey 24.0000 11.2897 2.126
## user_current_sport_1Martial Arts 4.2718 6.5514 0.652
## user_current_sport_1Paddling 7.5556 7.2060 1.049
## user_current_sport_1Rifle 0.6667 8.4148 0.079
## user_current_sport_1Rowing -1.6923 7.0015 -0.242
## user_current_sport_1Rugby -2.3333 8.4148 -0.277
## user_current_sport_1Sailing 7.5000 9.2180 0.814
## user_current_sport_1Skateboarding 6.0000 11.2897 0.531
## user_current_sport_1Snowboarding free ride 4.0000 9.2180 0.434
## user_current_sport_1Snowboarding halfpipe 14.5000 9.2180 1.573
## user_current_sport_1Soccer 4.8066 6.5227 0.737
## user_current_sport_1Softball 4.3995 6.5344 0.673
## user_current_sport_1Swimming 6.6429 6.6335 1.001
## user_current_sport_1Tennis 5.1098 6.5971 0.775
## user_current_sport_1Track & Field 5.1053 6.6315 0.770
## user_current_sport_1Volleyball 4.7296 6.5236 0.725
## user_current_sport_1Water Polo 3.8816 6.5608 0.592
## user_current_sport_1Wrestling 3.5071 6.5334 0.537
## user_current_sport_1X-Country 4.2785 6.6001 0.648
## Pr(>|t|)
## (Intercept) <2e-16 ***
## user_current_sport_1Baseball 0.6353
## user_current_sport_1Basketball 0.5183
## user_current_sport_1Boating Related 0.3069
## user_current_sport_1Bowling 0.3220
## user_current_sport_1Boxing 0.3978
## user_current_sport_1Bull Riding 0.9294
## user_current_sport_1Cheerleading 0.3494
## user_current_sport_1Dance 0.5007
## user_current_sport_1Field Hockey 0.5951
## user_current_sport_1Football 0.6694
## user_current_sport_1Football Freshman 0.7285
## user_current_sport_1Football Junior Varsity 0.6670
## user_current_sport_1Football Middle School 0.8328
## user_current_sport_1Football Varsity 0.6187
## user_current_sport_1Golf 0.4278
## user_current_sport_1Gymnastics 0.7229
## user_current_sport_1Ice Hockey 0.0335 *
## user_current_sport_1Martial Arts 0.5144
## user_current_sport_1Paddling 0.2944
## user_current_sport_1Rifle 0.9369
## user_current_sport_1Rowing 0.8090
## user_current_sport_1Rugby 0.7816
## user_current_sport_1Sailing 0.4159
## user_current_sport_1Skateboarding 0.5951
## user_current_sport_1Snowboarding free ride 0.6643
## user_current_sport_1Snowboarding halfpipe 0.1158
## user_current_sport_1Soccer 0.4612
## user_current_sport_1Softball 0.5008
## user_current_sport_1Swimming 0.3167
## user_current_sport_1Tennis 0.4386
## user_current_sport_1Track & Field 0.4414
## user_current_sport_1Volleyball 0.4685
## user_current_sport_1Water Polo 0.5541
## user_current_sport_1Wrestling 0.5914
## user_current_sport_1X-Country 0.5168
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 9.218 on 8750 degrees of freedom
## (6734 observations deleted due to missingness)
## Multiple R-squared: 0.01413, Adjusted R-squared: 0.01018
## F-statistic: 3.583 on 35 and 8750 DF, p-value: 5.353e-12Baseline 2 Model
##
## Call:
## lm(formula = user_memory_composite_score_verbal_2 ~ user_current_sport_2,
## data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -35.180 -5.197 1.085 6.478 12.643
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 78.000 8.047 9.693
## user_current_sport_2Baseball 9.938 8.055 1.234
## user_current_sport_2Basketball 10.825 8.051 1.345
## user_current_sport_2Boating Related 10.588 8.280 1.279
## user_current_sport_2Bowling 11.647 8.280 1.407
## user_current_sport_2Boxing 20.000 11.380 1.757
## user_current_sport_2Cheerleading 11.915 8.056 1.479
## user_current_sport_2Dance 13.000 9.292 1.399
## user_current_sport_2Diving -0.750 8.997 -0.083
## user_current_sport_2Field Hockey 10.000 9.855 1.015
## user_current_sport_2Football 9.573 8.050 1.189
## user_current_sport_2Football Freshman 10.056 8.158 1.233
## user_current_sport_2Football Junior Varsity 11.720 8.087 1.449
## user_current_sport_2Football Middle School 9.357 8.329 1.123
## user_current_sport_2Football Varsity 10.062 8.052 1.250
## user_current_sport_2Golf 9.389 8.267 1.136
## user_current_sport_2Gymnastics 16.000 9.855 1.623
## user_current_sport_2Martial Arts 10.934 8.063 1.356
## user_current_sport_2Motocross 11.000 11.380 0.967
## user_current_sport_2Paddling 9.781 8.172 1.197
## user_current_sport_2Rifle 11.667 8.692 1.342
## user_current_sport_2Rowing 10.833 8.267 1.310
## user_current_sport_2Rugby -14.000 11.380 -1.230
## user_current_sport_2Sailing 15.857 8.602 1.843
## user_current_sport_2Skateboarding 14.000 11.380 1.230
## user_current_sport_2Snowboarding boardercross 3.000 11.380 0.264
## user_current_sport_2Soccer 11.522 8.050 1.431
## user_current_sport_2Softball 11.881 8.059 1.474
## user_current_sport_2Swimming 11.180 8.113 1.378
## user_current_sport_2Tennis 12.119 8.095 1.497
## user_current_sport_2Track & Field 10.000 8.091 1.236
## user_current_sport_2Ultimate Frisbee 2.000 11.380 0.176
## user_current_sport_2Volleyball 11.251 8.050 1.398
## user_current_sport_2Water Polo 11.317 8.067 1.403
## user_current_sport_2Wrestling 10.197 8.055 1.266
## user_current_sport_2X-Country 11.928 8.088 1.475
## Pr(>|t|)
## (Intercept) <2e-16 ***
## user_current_sport_2Baseball 0.2173
## user_current_sport_2Basketball 0.1788
## user_current_sport_2Boating Related 0.2010
## user_current_sport_2Bowling 0.1596
## user_current_sport_2Boxing 0.0789 .
## user_current_sport_2Cheerleading 0.1392
## user_current_sport_2Dance 0.1618
## user_current_sport_2Diving 0.9336
## user_current_sport_2Field Hockey 0.3103
## user_current_sport_2Football 0.2344
## user_current_sport_2Football Freshman 0.2177
## user_current_sport_2Football Junior Varsity 0.1473
## user_current_sport_2Football Middle School 0.2613
## user_current_sport_2Football Varsity 0.2115
## user_current_sport_2Golf 0.2561
## user_current_sport_2Gymnastics 0.1045
## user_current_sport_2Martial Arts 0.1751
## user_current_sport_2Motocross 0.3338
## user_current_sport_2Paddling 0.2313
## user_current_sport_2Rifle 0.1795
## user_current_sport_2Rowing 0.1901
## user_current_sport_2Rugby 0.2186
## user_current_sport_2Sailing 0.0653 .
## user_current_sport_2Skateboarding 0.2186
## user_current_sport_2Snowboarding boardercross 0.7921
## user_current_sport_2Soccer 0.1524
## user_current_sport_2Softball 0.1405
## user_current_sport_2Swimming 0.1682
## user_current_sport_2Tennis 0.1344
## user_current_sport_2Track & Field 0.2165
## user_current_sport_2Ultimate Frisbee 0.8605
## user_current_sport_2Volleyball 0.1623
## user_current_sport_2Water Polo 0.1607
## user_current_sport_2Wrestling 0.2055
## user_current_sport_2X-Country 0.1403
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.047 on 8750 degrees of freedom
## (6734 observations deleted due to missingness)
## Multiple R-squared: 0.01294, Adjusted R-squared: 0.008995
## F-statistic: 3.278 on 35 and 8750 DF, p-value: 2.492e-10Score Increase Model
##
## Call:
## lm(formula = memory_verbal_diff ~ user_current_sport_2, data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -10.340 -5.570 -1.570 4.175 34.429
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 15.000 6.949 2.158
## user_current_sport_2Baseball -5.175 6.956 -0.744
## user_current_sport_2Basketball -5.429 6.952 -0.781
## user_current_sport_2Boating Related -6.059 7.151 -0.847
## user_current_sport_2Bowling -7.765 7.151 -1.086
## user_current_sport_2Boxing 3.000 9.828 0.305
## user_current_sport_2Cheerleading -5.792 6.957 -0.833
## user_current_sport_2Dance -10.667 8.024 -1.329
## user_current_sport_2Diving -6.000 7.770 -0.772
## user_current_sport_2Field Hockey -7.000 8.511 -0.822
## user_current_sport_2Football -5.001 6.952 -0.719
## user_current_sport_2Football Freshman -4.389 7.045 -0.623
## user_current_sport_2Football Junior Varsity -3.660 6.984 -0.524
## user_current_sport_2Football Middle School -7.786 7.193 -1.082
## user_current_sport_2Football Varsity -4.605 6.953 -0.662
## user_current_sport_2Golf -3.889 7.140 -0.545
## user_current_sport_2Gymnastics -3.000 8.511 -0.352
## user_current_sport_2Martial Arts -4.876 6.964 -0.700
## user_current_sport_2Motocross -2.000 9.828 -0.204
## user_current_sport_2Paddling -4.313 7.057 -0.611
## user_current_sport_2Rifle -4.833 7.506 -0.644
## user_current_sport_2Rowing -6.444 7.140 -0.903
## user_current_sport_2Rugby -14.000 9.828 -1.425
## user_current_sport_2Sailing -7.000 7.429 -0.942
## user_current_sport_2Skateboarding -10.000 9.828 -1.018
## user_current_sport_2Snowboarding boardercross -1.000 9.828 -0.102
## user_current_sport_2Soccer -5.363 6.952 -0.771
## user_current_sport_2Softball -5.232 6.960 -0.752
## user_current_sport_2Swimming -6.180 7.006 -0.882
## user_current_sport_2Tennis -5.679 6.991 -0.812
## user_current_sport_2Track & Field -5.066 6.987 -0.725
## user_current_sport_2Ultimate Frisbee -5.000 9.828 -0.509
## user_current_sport_2Volleyball -5.430 6.952 -0.781
## user_current_sport_2Water Polo -4.583 6.967 -0.658
## user_current_sport_2Wrestling -5.652 6.956 -0.812
## user_current_sport_2X-Country -4.464 6.985 -0.639
## Pr(>|t|)
## (Intercept) 0.0309 *
## user_current_sport_2Baseball 0.4569
## user_current_sport_2Basketball 0.4349
## user_current_sport_2Boating Related 0.3969
## user_current_sport_2Bowling 0.2776
## user_current_sport_2Boxing 0.7602
## user_current_sport_2Cheerleading 0.4051
## user_current_sport_2Dance 0.1838
## user_current_sport_2Diving 0.4400
## user_current_sport_2Field Hockey 0.4108
## user_current_sport_2Football 0.4719
## user_current_sport_2Football Freshman 0.5333
## user_current_sport_2Football Junior Varsity 0.6003
## user_current_sport_2Football Middle School 0.2791
## user_current_sport_2Football Varsity 0.5078
## user_current_sport_2Golf 0.5860
## user_current_sport_2Gymnastics 0.7245
## user_current_sport_2Martial Arts 0.4838
## user_current_sport_2Motocross 0.8387
## user_current_sport_2Paddling 0.5412
## user_current_sport_2Rifle 0.5196
## user_current_sport_2Rowing 0.3668
## user_current_sport_2Rugby 0.1543
## user_current_sport_2Sailing 0.3461
## user_current_sport_2Skateboarding 0.3089
## user_current_sport_2Snowboarding boardercross 0.9190
## user_current_sport_2Soccer 0.4404
## user_current_sport_2Softball 0.4522
## user_current_sport_2Swimming 0.3777
## user_current_sport_2Tennis 0.4166
## user_current_sport_2Track & Field 0.4685
## user_current_sport_2Ultimate Frisbee 0.6109
## user_current_sport_2Volleyball 0.4348
## user_current_sport_2Water Polo 0.5107
## user_current_sport_2Wrestling 0.4165
## user_current_sport_2X-Country 0.5228
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.949 on 8750 degrees of freedom
## (6734 observations deleted due to missingness)
## Multiple R-squared: 0.004527, Adjusted R-squared: 0.0005455
## F-statistic: 1.137 on 35 and 8750 DF, p-value: 0.2656Visual Memory
Baseline 1 Model
##
## Call:
## lm(formula = user_memory_composite_score_visual_1 ~ user_current_sport_1,
## data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -43.648 -8.415 0.779 8.779 30.779
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 61.500 8.570 7.176
## user_current_sport_1Baseball 6.148 8.584 0.716
## user_current_sport_1Basketball 6.721 8.577 0.784
## user_current_sport_1Boating Related 1.062 9.090 0.117
## user_current_sport_1Bobsled 6.500 14.844 0.438
## user_current_sport_1Bowling 14.500 11.064 1.311
## user_current_sport_1Boxing 9.000 12.120 0.743
## user_current_sport_1Cheerleading 6.248 8.591 0.727
## user_current_sport_1Dance 11.214 9.718 1.154
## user_current_sport_1Equestrian Sports 19.500 12.120 1.609
## user_current_sport_1Field Hockey 12.500 14.844 0.842
## user_current_sport_1Football 6.769 8.577 0.789
## user_current_sport_1Football Freshman 6.044 8.591 0.704
## user_current_sport_1Football Junior Varsity 6.915 8.580 0.806
## user_current_sport_1Football Middle School 6.762 8.772 0.771
## user_current_sport_1Football Varsity 6.255 8.628 0.725
## user_current_sport_1Golf 1.423 9.206 0.155
## user_current_sport_1Gymnastics 6.100 9.388 0.650
## user_current_sport_1Martial Arts 7.558 8.606 0.878
## user_current_sport_1Motocross -2.500 14.844 -0.168
## user_current_sport_1Paddling 10.143 9.162 1.107
## user_current_sport_1Rifle 12.167 11.064 1.100
## user_current_sport_1Rowing 8.500 8.951 0.950
## user_current_sport_1Rugby -1.250 10.496 -0.119
## user_current_sport_1Sailing 5.000 12.120 0.413
## user_current_sport_1Skateboarding 11.167 11.064 1.009
## user_current_sport_1Snowboarding free ride 15.000 12.120 1.238
## user_current_sport_1Snowboarding halfpipe 20.000 12.120 1.650
## user_current_sport_1Soccer 7.635 8.576 0.890
## user_current_sport_1Softball 5.248 8.592 0.611
## user_current_sport_1Swimming 7.958 8.688 0.916
## user_current_sport_1Tennis 6.273 8.658 0.725
## user_current_sport_1Track & Field 8.959 8.710 1.029
## user_current_sport_1Volleyball 6.881 8.577 0.802
## user_current_sport_1Water Polo 6.316 8.623 0.732
## user_current_sport_1Wrestling 6.384 8.589 0.743
## user_current_sport_1X-Country 8.603 8.668 0.993
## Pr(>|t|)
## (Intercept) 7.72e-13 ***
## user_current_sport_1Baseball 0.4739
## user_current_sport_1Basketball 0.4333
## user_current_sport_1Boating Related 0.9070
## user_current_sport_1Bobsled 0.6615
## user_current_sport_1Bowling 0.1900
## user_current_sport_1Boxing 0.4578
## user_current_sport_1Cheerleading 0.4671
## user_current_sport_1Dance 0.2485
## user_current_sport_1Equestrian Sports 0.1077
## user_current_sport_1Field Hockey 0.3998
## user_current_sport_1Football 0.4301
## user_current_sport_1Football Freshman 0.4818
## user_current_sport_1Football Junior Varsity 0.4203
## user_current_sport_1Football Middle School 0.4408
## user_current_sport_1Football Varsity 0.4685
## user_current_sport_1Golf 0.8772
## user_current_sport_1Gymnastics 0.5159
## user_current_sport_1Martial Arts 0.3798
## user_current_sport_1Motocross 0.8663
## user_current_sport_1Paddling 0.2683
## user_current_sport_1Rifle 0.2715
## user_current_sport_1Rowing 0.3423
## user_current_sport_1Rugby 0.9052
## user_current_sport_1Sailing 0.6800
## user_current_sport_1Skateboarding 0.3129
## user_current_sport_1Snowboarding free ride 0.2159
## user_current_sport_1Snowboarding halfpipe 0.0989 .
## user_current_sport_1Soccer 0.3733
## user_current_sport_1Softball 0.5413
## user_current_sport_1Swimming 0.3597
## user_current_sport_1Tennis 0.4688
## user_current_sport_1Track & Field 0.3037
## user_current_sport_1Volleyball 0.4224
## user_current_sport_1Water Polo 0.4639
## user_current_sport_1Wrestling 0.4573
## user_current_sport_1X-Country 0.3210
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 12.12 on 9374 degrees of freedom
## (6109 observations deleted due to missingness)
## Multiple R-squared: 0.004691, Adjusted R-squared: 0.0008685
## F-statistic: 1.227 on 36 and 9374 DF, p-value: 0.165Baseline 2 Model
##
## Call:
## lm(formula = user_memory_composite_score_visual_2 ~ user_current_sport_2,
## data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -42.660 -6.871 0.547 8.543 20.794
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 70.000 10.714 6.533
## user_current_sport_2Baseball 10.473 10.724 0.977
## user_current_sport_2Basketball 9.871 10.719 0.921
## user_current_sport_2Boating Related 9.733 11.066 0.880
## user_current_sport_2Bowling 9.789 10.993 0.891
## user_current_sport_2Boxing 19.500 13.122 1.486
## user_current_sport_2Bull Riding 22.000 15.153 1.452
## user_current_sport_2Cheerleading 9.668 10.727 0.901
## user_current_sport_2Dance 13.500 13.122 1.029
## user_current_sport_2Diving -7.333 12.372 -0.593
## user_current_sport_2Equestrian Sports 18.000 15.153 1.188
## user_current_sport_2Fencing 24.000 15.153 1.584
## user_current_sport_2Field Hockey 7.000 13.122 0.533
## user_current_sport_2Football 10.453 10.718 0.975
## user_current_sport_2Football Freshman 10.268 10.844 0.947
## user_current_sport_2Football Junior Varsity 10.061 10.761 0.935
## user_current_sport_2Football Middle School 9.400 11.066 0.849
## user_current_sport_2Football Varsity 10.457 10.720 0.975
## user_current_sport_2Golf 10.053 10.993 0.914
## user_current_sport_2Gymnastics 6.000 12.372 0.485
## user_current_sport_2Ice Hockey 24.000 15.153 1.584
## user_current_sport_2Martial Arts 11.285 10.734 1.051
## user_current_sport_2Motorsports 13.000 15.153 0.858
## user_current_sport_2Paddling 12.257 10.866 1.128
## user_current_sport_2Rifle 17.444 11.294 1.545
## user_current_sport_2Rowing 11.152 10.876 1.025
## user_current_sport_2Rugby 2.000 13.122 0.152
## user_current_sport_2Sailing 17.250 11.364 1.518
## user_current_sport_2Skateboarding 8.500 13.122 0.648
## user_current_sport_2Soccer 11.154 10.718 1.041
## user_current_sport_2Softball 9.991 10.731 0.931
## user_current_sport_2Swimming 9.206 10.799 0.853
## user_current_sport_2Tennis 11.896 10.770 1.105
## user_current_sport_2Track & Field 10.322 10.774 0.958
## user_current_sport_2Ultimate Frisbee 3.000 15.153 0.198
## user_current_sport_2Volleyball 10.660 10.719 0.995
## user_current_sport_2Water Polo 10.451 10.738 0.973
## user_current_sport_2Wrestling 9.439 10.724 0.880
## user_current_sport_2X-Country 10.833 10.764 1.006
## Pr(>|t|)
## (Intercept) 6.77e-11 ***
## user_current_sport_2Baseball 0.329
## user_current_sport_2Basketball 0.357
## user_current_sport_2Boating Related 0.379
## user_current_sport_2Bowling 0.373
## user_current_sport_2Boxing 0.137
## user_current_sport_2Bull Riding 0.147
## user_current_sport_2Cheerleading 0.367
## user_current_sport_2Dance 0.304
## user_current_sport_2Diving 0.553
## user_current_sport_2Equestrian Sports 0.235
## user_current_sport_2Fencing 0.113
## user_current_sport_2Field Hockey 0.594
## user_current_sport_2Football 0.329
## user_current_sport_2Football Freshman 0.344
## user_current_sport_2Football Junior Varsity 0.350
## user_current_sport_2Football Middle School 0.396
## user_current_sport_2Football Varsity 0.329
## user_current_sport_2Golf 0.360
## user_current_sport_2Gymnastics 0.628
## user_current_sport_2Ice Hockey 0.113
## user_current_sport_2Martial Arts 0.293
## user_current_sport_2Motorsports 0.391
## user_current_sport_2Paddling 0.259
## user_current_sport_2Rifle 0.122
## user_current_sport_2Rowing 0.305
## user_current_sport_2Rugby 0.879
## user_current_sport_2Sailing 0.129
## user_current_sport_2Skateboarding 0.517
## user_current_sport_2Soccer 0.298
## user_current_sport_2Softball 0.352
## user_current_sport_2Swimming 0.394
## user_current_sport_2Tennis 0.269
## user_current_sport_2Track & Field 0.338
## user_current_sport_2Ultimate Frisbee 0.843
## user_current_sport_2Volleyball 0.320
## user_current_sport_2Water Polo 0.330
## user_current_sport_2Wrestling 0.379
## user_current_sport_2X-Country 0.314
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 10.71 on 9372 degrees of freedom
## (6109 observations deleted due to missingness)
## Multiple R-squared: 0.00527, Adjusted R-squared: 0.001236
## F-statistic: 1.307 on 38 and 9372 DF, p-value: 0.0983Score Increase Model
##
## Call:
## lm(formula = memory_visual_diff ~ user_current_sport_2, data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -12.000 -6.697 -1.676 4.981 40.559
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 17.000 8.600 1.977
## user_current_sport_2Baseball -4.666 8.608 -0.542
## user_current_sport_2Basketball -4.981 8.604 -0.579
## user_current_sport_2Boating Related -4.800 8.882 -0.540
## user_current_sport_2Bowling -3.474 8.823 -0.394
## user_current_sport_2Boxing -2.000 10.533 -0.190
## user_current_sport_2Bull Riding 7.000 12.162 0.576
## user_current_sport_2Cheerleading -4.880 8.610 -0.567
## user_current_sport_2Dance -8.000 10.533 -0.760
## user_current_sport_2Diving -6.667 9.931 -0.671
## user_current_sport_2Equestrian Sports -7.000 12.162 -0.576
## user_current_sport_2Fencing 9.000 12.162 0.740
## user_current_sport_2Field Hockey -6.000 10.533 -0.570
## user_current_sport_2Football -4.559 8.603 -0.530
## user_current_sport_2Football Freshman -6.439 8.704 -0.740
## user_current_sport_2Football Junior Varsity -5.421 8.638 -0.628
## user_current_sport_2Football Middle School -7.467 8.882 -0.841
## user_current_sport_2Football Varsity -4.699 8.605 -0.546
## user_current_sport_2Golf -4.000 8.823 -0.453
## user_current_sport_2Gymnastics -10.333 9.931 -1.041
## user_current_sport_2Ice Hockey -14.000 12.162 -1.151
## user_current_sport_2Martial Arts -4.609 8.616 -0.535
## user_current_sport_2Motorsports 7.000 12.162 0.576
## user_current_sport_2Paddling -6.086 8.722 -0.698
## user_current_sport_2Rifle -3.111 9.065 -0.343
## user_current_sport_2Rowing -4.939 8.729 -0.566
## user_current_sport_2Rugby -13.000 10.533 -1.234
## user_current_sport_2Sailing -2.500 9.122 -0.274
## user_current_sport_2Skateboarding -8.000 10.533 -0.760
## user_current_sport_2Soccer -5.303 8.603 -0.616
## user_current_sport_2Softball -4.040 8.613 -0.469
## user_current_sport_2Swimming -5.159 8.668 -0.595
## user_current_sport_2Tennis -5.167 8.645 -0.598
## user_current_sport_2Track & Field -6.700 8.648 -0.775
## user_current_sport_2Ultimate Frisbee -1.000 12.162 -0.082
## user_current_sport_2Volleyball -4.650 8.604 -0.541
## user_current_sport_2Water Polo -4.402 8.619 -0.511
## user_current_sport_2Wrestling -5.003 8.608 -0.581
## user_current_sport_2X-Country -5.324 8.640 -0.616
## Pr(>|t|)
## (Intercept) 0.0481 *
## user_current_sport_2Baseball 0.5878
## user_current_sport_2Basketball 0.5626
## user_current_sport_2Boating Related 0.5889
## user_current_sport_2Bowling 0.6938
## user_current_sport_2Boxing 0.8494
## user_current_sport_2Bull Riding 0.5649
## user_current_sport_2Cheerleading 0.5708
## user_current_sport_2Dance 0.4476
## user_current_sport_2Diving 0.5020
## user_current_sport_2Equestrian Sports 0.5649
## user_current_sport_2Fencing 0.4593
## user_current_sport_2Field Hockey 0.5689
## user_current_sport_2Football 0.5961
## user_current_sport_2Football Freshman 0.4595
## user_current_sport_2Football Junior Varsity 0.5303
## user_current_sport_2Football Middle School 0.4006
## user_current_sport_2Football Varsity 0.5850
## user_current_sport_2Golf 0.6503
## user_current_sport_2Gymnastics 0.2981
## user_current_sport_2Ice Hockey 0.2497
## user_current_sport_2Martial Arts 0.5927
## user_current_sport_2Motorsports 0.5649
## user_current_sport_2Paddling 0.4854
## user_current_sport_2Rifle 0.7315
## user_current_sport_2Rowing 0.5715
## user_current_sport_2Rugby 0.2171
## user_current_sport_2Sailing 0.7840
## user_current_sport_2Skateboarding 0.4476
## user_current_sport_2Soccer 0.5377
## user_current_sport_2Softball 0.6391
## user_current_sport_2Swimming 0.5518
## user_current_sport_2Tennis 0.5501
## user_current_sport_2Track & Field 0.4385
## user_current_sport_2Ultimate Frisbee 0.9345
## user_current_sport_2Volleyball 0.5889
## user_current_sport_2Water Polo 0.6096
## user_current_sport_2Wrestling 0.5611
## user_current_sport_2X-Country 0.5378
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.6 on 9372 degrees of freedom
## (6109 observations deleted due to missingness)
## Multiple R-squared: 0.003569, Adjusted R-squared: -0.0004715
## F-statistic: 0.8833 on 38 and 9372 DF, p-value: 0.6744Visual Motor
Baseline 1 Model
##
## Call:
## lm(formula = user_visual_motor_composite_score_1 ~ user_current_sport_1,
## data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -30.1740 -3.9711 -0.0896 4.1746 21.0460
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 33.354035 0.230304 144.826
## user_current_sport_1Basketball 0.757508 0.277789 2.727
## user_current_sport_1Boating Related 1.360965 1.500416 0.907
## user_current_sport_1Bobsled -22.054035 6.294506 -3.504
## user_current_sport_1Bowling 9.840965 3.153567 3.121
## user_current_sport_1Boxing 2.767632 2.578307 1.073
## user_current_sport_1Bull Riding -9.724035 6.294506 -1.545
## user_current_sport_1Cheerleading 0.342471 0.355789 0.963
## user_current_sport_1Dance 0.957215 2.235847 0.428
## user_current_sport_1Equestrian Sports -5.824035 6.294506 -0.925
## user_current_sport_1Fencing 5.475965 6.294506 0.870
## user_current_sport_1Football -2.050021 0.278956 -7.349
## user_current_sport_1Football Freshman -2.305521 0.354459 -6.504
## user_current_sport_1Football Junior Varsity -1.185940 0.293943 -4.035
## user_current_sport_1Football Middle School -1.832035 0.878894 -2.084
## user_current_sport_1Football Varsity 0.172207 0.552326 0.312
## user_current_sport_1Golf 1.567018 1.461354 1.072
## user_current_sport_1Gymnastics -3.303321 1.696853 -1.947
## user_current_sport_1Ice Hockey -1.504035 6.294506 -0.239
## user_current_sport_1Martial Arts 1.365527 0.444351 3.073
## user_current_sport_1Motocross -10.004035 6.294506 -1.589
## user_current_sport_1Paddling -0.007881 1.759748 -0.004
## user_current_sport_1Rifle -1.100702 3.638997 -0.302
## user_current_sport_1Rowing 1.997329 1.360726 1.468
## user_current_sport_1Rugby -0.076535 3.153567 -0.024
## user_current_sport_1Sailing 1.520965 4.453866 0.341
## user_current_sport_1Skateboarding -5.499035 4.453866 -1.235
## user_current_sport_1Snowboarding free ride -11.464035 4.453866 -2.574
## user_current_sport_1Snowboarding halfpipe 6.960965 4.453866 1.563
## user_current_sport_1Soccer 1.093689 0.271303 4.031
## user_current_sport_1Softball 0.700628 0.362695 1.932
## user_current_sport_1Swimming -0.786762 0.708995 -1.110
## user_current_sport_1Tennis 1.376474 0.623185 2.209
## user_current_sport_1Track & Field 0.513499 0.771404 0.666
## user_current_sport_1Volleyball 1.071186 0.277499 3.860
## user_current_sport_1Water Polo -0.178169 0.493224 -0.361
## user_current_sport_1Wrestling -0.417015 0.350463 -1.190
## user_current_sport_1X-Country -0.032217 0.642454 -0.050
## Pr(>|t|)
## (Intercept) < 2e-16 ***
## user_current_sport_1Basketball 0.006402 **
## user_current_sport_1Boating Related 0.364394
## user_current_sport_1Bobsled 0.000461 ***
## user_current_sport_1Bowling 0.001809 **
## user_current_sport_1Boxing 0.283100
## user_current_sport_1Bull Riding 0.122410
## user_current_sport_1Cheerleading 0.335784
## user_current_sport_1Dance 0.668570
## user_current_sport_1Equestrian Sports 0.354851
## user_current_sport_1Fencing 0.384340
## user_current_sport_1Football 2.13e-13 ***
## user_current_sport_1Football Freshman 8.11e-11 ***
## user_current_sport_1Football Junior Varsity 5.50e-05 ***
## user_current_sport_1Football Middle School 0.037138 *
## user_current_sport_1Football Varsity 0.755209
## user_current_sport_1Golf 0.283604
## user_current_sport_1Gymnastics 0.051590 .
## user_current_sport_1Ice Hockey 0.811153
## user_current_sport_1Martial Arts 0.002123 **
## user_current_sport_1Motocross 0.112013
## user_current_sport_1Paddling 0.996427
## user_current_sport_1Rifle 0.762296
## user_current_sport_1Rowing 0.142174
## user_current_sport_1Rugby 0.980638
## user_current_sport_1Sailing 0.732738
## user_current_sport_1Skateboarding 0.216979
## user_current_sport_1Snowboarding free ride 0.010066 *
## user_current_sport_1Snowboarding halfpipe 0.118101
## user_current_sport_1Soccer 5.58e-05 ***
## user_current_sport_1Softball 0.053416 .
## user_current_sport_1Swimming 0.267156
## user_current_sport_1Tennis 0.027209 *
## user_current_sport_1Track & Field 0.505636
## user_current_sport_1Volleyball 0.000114 ***
## user_current_sport_1Water Polo 0.717930
## user_current_sport_1Wrestling 0.234110
## user_current_sport_1X-Country 0.960007
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.29 on 12068 degrees of freedom
## (3414 observations deleted due to missingness)
## Multiple R-squared: 0.03974, Adjusted R-squared: 0.0368
## F-statistic: 13.5 on 37 and 12068 DF, p-value: < 2.2e-16Baseline 2 Model
##
## Call:
## lm(formula = user_visual_motor_composite_score_2 ~ user_current_sport_2,
## data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -27.2443 -4.3236 -0.0703 4.5057 15.7725
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 31.580 6.135 5.147
## user_current_sport_2Baseball 7.319 6.139 1.192
## user_current_sport_2Basketball 8.194 6.137 1.335
## user_current_sport_2Boating Related 9.311 6.273 1.484
## user_current_sport_2Bowling 10.607 6.267 1.692
## user_current_sport_2Boxing 6.345 7.514 0.844
## user_current_sport_2Bull Riding 5.970 7.514 0.794
## user_current_sport_2Cheerleading 7.641 6.141 1.244
## user_current_sport_2Dance 7.857 6.859 1.145
## user_current_sport_2Diving 4.060 7.084 0.573
## user_current_sport_2Fencing 20.520 8.677 2.365
## user_current_sport_2Field Hockey -3.350 8.677 -0.386
## user_current_sport_2Football 5.305 6.137 0.864
## user_current_sport_2Football Freshman 5.265 6.193 0.850
## user_current_sport_2Football Junior Varsity 4.221 6.159 0.685
## user_current_sport_2Football Middle School 4.432 6.303 0.703
## user_current_sport_2Football Varsity 6.147 6.138 1.002
## user_current_sport_2Golf 7.716 6.248 1.235
## user_current_sport_2Gymnastics 10.765 6.859 1.569
## user_current_sport_2Ice Hockey 10.270 8.677 1.184
## user_current_sport_2Martial Arts 7.938 6.145 1.292
## user_current_sport_2Motorsports 9.670 8.677 1.114
## user_current_sport_2Paddling 7.030 6.194 1.135
## user_current_sport_2Rifle 11.335 6.408 1.769
## user_current_sport_2Rowing 7.091 6.225 1.139
## user_current_sport_2Rugby 14.075 7.514 1.873
## user_current_sport_2Sailing 5.333 6.627 0.805
## user_current_sport_2Skateboarding 2.520 7.514 0.335
## user_current_sport_2Snowboarding boardercross 4.270 8.677 0.492
## user_current_sport_2Soccer 8.422 6.137 1.372
## user_current_sport_2Softball 8.189 6.143 1.333
## user_current_sport_2Swimming 6.170 6.172 1.000
## user_current_sport_2Tennis 8.124 6.161 1.319
## user_current_sport_2Track & Field 7.971 6.161 1.294
## user_current_sport_2Ultimate Frisbee -1.830 8.677 -0.211
## user_current_sport_2Volleyball 8.540 6.137 1.392
## user_current_sport_2Water Polo 7.009 6.146 1.140
## user_current_sport_2Wrestling 6.828 6.140 1.112
## user_current_sport_2X-Country 6.752 6.158 1.096
## Pr(>|t|)
## (Intercept) 2.68e-07 ***
## user_current_sport_2Baseball 0.2332
## user_current_sport_2Basketball 0.1819
## user_current_sport_2Boating Related 0.1378
## user_current_sport_2Bowling 0.0906 .
## user_current_sport_2Boxing 0.3985
## user_current_sport_2Bull Riding 0.4269
## user_current_sport_2Cheerleading 0.2134
## user_current_sport_2Dance 0.2520
## user_current_sport_2Diving 0.5666
## user_current_sport_2Fencing 0.0180 *
## user_current_sport_2Field Hockey 0.6994
## user_current_sport_2Football 0.3874
## user_current_sport_2Football Freshman 0.3953
## user_current_sport_2Football Junior Varsity 0.4931
## user_current_sport_2Football Middle School 0.4820
## user_current_sport_2Football Varsity 0.3166
## user_current_sport_2Golf 0.2169
## user_current_sport_2Gymnastics 0.1166
## user_current_sport_2Ice Hockey 0.2366
## user_current_sport_2Martial Arts 0.1964
## user_current_sport_2Motorsports 0.2651
## user_current_sport_2Paddling 0.2564
## user_current_sport_2Rifle 0.0770 .
## user_current_sport_2Rowing 0.2547
## user_current_sport_2Rugby 0.0611 .
## user_current_sport_2Sailing 0.4210
## user_current_sport_2Skateboarding 0.7374
## user_current_sport_2Snowboarding boardercross 0.6226
## user_current_sport_2Soccer 0.1700
## user_current_sport_2Softball 0.1825
## user_current_sport_2Swimming 0.3174
## user_current_sport_2Tennis 0.1873
## user_current_sport_2Track & Field 0.1957
## user_current_sport_2Ultimate Frisbee 0.8330
## user_current_sport_2Volleyball 0.1641
## user_current_sport_2Water Polo 0.2542
## user_current_sport_2Wrestling 0.2661
## user_current_sport_2X-Country 0.2729
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.135 on 12067 degrees of freedom
## (3414 observations deleted due to missingness)
## Multiple R-squared: 0.04052, Adjusted R-squared: 0.0375
## F-statistic: 13.41 on 38 and 12067 DF, p-value: < 2.2e-16Score Increase Model
##
## Call:
## lm(formula = visual_motor_diff ~ user_current_sport_2, data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -8.520 -2.932 -0.645 2.095 31.793
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 4.850000 3.949867 1.228
## user_current_sport_2Baseball 0.762547 3.952513 0.193
## user_current_sport_2Basketball 0.909934 3.951174 0.230
## user_current_sport_2Boating Related 0.016818 4.038639 0.004
## user_current_sport_2Bowling 1.088696 4.034820 0.270
## user_current_sport_2Boxing 2.210000 4.837579 0.457
## user_current_sport_2Bull Riding -1.350000 4.837579 -0.279
## user_current_sport_2Cheerleading 0.563969 3.953258 0.143
## user_current_sport_2Dance 0.335000 4.416085 0.076
## user_current_sport_2Diving 4.060000 4.560913 0.890
## user_current_sport_2Fencing -2.550000 5.585955 -0.457
## user_current_sport_2Field Hockey 1.800000 5.585955 0.322
## user_current_sport_2Football 0.741458 3.950895 0.188
## user_current_sport_2Football Freshman 0.792830 3.986955 0.199
## user_current_sport_2Football Junior Varsity -0.395227 3.964800 -0.100
## user_current_sport_2Football Middle School 0.503889 4.058102 0.124
## user_current_sport_2Football Varsity 0.614444 3.951504 0.155
## user_current_sport_2Golf 1.855556 4.022347 0.461
## user_current_sport_2Gymnastics 0.767500 4.416085 0.174
## user_current_sport_2Ice Hockey -1.000000 5.585955 -0.179
## user_current_sport_2Martial Arts 0.341024 3.955811 0.086
## user_current_sport_2Motorsports 3.500000 5.585955 0.627
## user_current_sport_2Paddling 1.043077 3.987665 0.262
## user_current_sport_2Rifle 2.592727 4.125501 0.628
## user_current_sport_2Rowing -0.260588 4.007532 -0.065
## user_current_sport_2Rugby 0.975000 4.837579 0.202
## user_current_sport_2Sailing 0.195000 4.266343 0.046
## user_current_sport_2Skateboarding 0.485000 4.837579 0.100
## user_current_sport_2Snowboarding boardercross 0.400000 5.585955 0.072
## user_current_sport_2Soccer 0.707271 3.950895 0.179
## user_current_sport_2Softball 0.526405 3.954566 0.133
## user_current_sport_2Swimming 0.568690 3.973308 0.143
## user_current_sport_2Tennis -0.004661 3.966568 -0.001
## user_current_sport_2Track & Field 1.241405 3.966155 0.313
## user_current_sport_2Ultimate Frisbee -1.830000 5.585955 -0.328
## user_current_sport_2Volleyball 0.827756 3.951094 0.210
## user_current_sport_2Water Polo 0.525793 3.956671 0.133
## user_current_sport_2Wrestling 0.524739 3.952651 0.133
## user_current_sport_2X-Country 1.106741 3.964469 0.279
## Pr(>|t|)
## (Intercept) 0.220
## user_current_sport_2Baseball 0.847
## user_current_sport_2Basketball 0.818
## user_current_sport_2Boating Related 0.997
## user_current_sport_2Bowling 0.787
## user_current_sport_2Boxing 0.648
## user_current_sport_2Bull Riding 0.780
## user_current_sport_2Cheerleading 0.887
## user_current_sport_2Dance 0.940
## user_current_sport_2Diving 0.373
## user_current_sport_2Fencing 0.648
## user_current_sport_2Field Hockey 0.747
## user_current_sport_2Football 0.851
## user_current_sport_2Football Freshman 0.842
## user_current_sport_2Football Junior Varsity 0.921
## user_current_sport_2Football Middle School 0.901
## user_current_sport_2Football Varsity 0.876
## user_current_sport_2Golf 0.645
## user_current_sport_2Gymnastics 0.862
## user_current_sport_2Ice Hockey 0.858
## user_current_sport_2Martial Arts 0.931
## user_current_sport_2Motorsports 0.531
## user_current_sport_2Paddling 0.794
## user_current_sport_2Rifle 0.530
## user_current_sport_2Rowing 0.948
## user_current_sport_2Rugby 0.840
## user_current_sport_2Sailing 0.964
## user_current_sport_2Skateboarding 0.920
## user_current_sport_2Snowboarding boardercross 0.943
## user_current_sport_2Soccer 0.858
## user_current_sport_2Softball 0.894
## user_current_sport_2Swimming 0.886
## user_current_sport_2Tennis 0.999
## user_current_sport_2Track & Field 0.754
## user_current_sport_2Ultimate Frisbee 0.743
## user_current_sport_2Volleyball 0.834
## user_current_sport_2Water Polo 0.894
## user_current_sport_2Wrestling 0.894
## user_current_sport_2X-Country 0.780
##
## Residual standard error: 3.95 on 12067 degrees of freedom
## (3414 observations deleted due to missingness)
## Multiple R-squared: 0.003638, Adjusted R-squared: 0.0005001
## F-statistic: 1.159 on 38 and 12067 DF, p-value: 0.2312Impulse Control
Baseline 1 Model
##
## Call:
## lm(formula = user_impulse_control_composite_score_1 ~ user_current_sport_1,
## data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9.738 -3.677 -1.177 2.659 21.128
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 9.76569 0.24411 40.006
## user_current_sport_1Basketball -0.23849 0.29378 -0.812
## user_current_sport_1Boating Related 0.03431 1.39944 0.025
## user_current_sport_1Bowling -1.26569 3.78167 -0.335
## user_current_sport_1Boxing -4.43236 3.09093 -1.434
## user_current_sport_1Bull Riding 1.23431 5.34251 0.231
## user_current_sport_1Cheerleading -1.35850 0.38061 -3.569
## user_current_sport_1Dance -4.09902 3.09093 -1.326
## user_current_sport_1Fencing 0.23431 5.34251 0.044
## user_current_sport_1Field Hockey -1.76569 5.34251 -0.330
## user_current_sport_1Football 0.85943 0.29550 2.908
## user_current_sport_1Football Freshman 0.97268 0.37734 2.578
## user_current_sport_1Football Junior Varsity 0.90009 0.31252 2.880
## user_current_sport_1Football Middle School 1.92181 0.97451 1.972
## user_current_sport_1Football Varsity -0.27809 0.54312 -0.512
## user_current_sport_1Golf -1.16569 1.70525 -0.684
## user_current_sport_1Gymnastics 2.33431 1.70525 1.369
## user_current_sport_1Martial Arts -0.25433 0.47055 -0.540
## user_current_sport_1Paddling 0.23431 1.79565 0.130
## user_current_sport_1Rifle -0.76569 3.78167 -0.202
## user_current_sport_1Rowing 1.07641 1.24847 0.862
## user_current_sport_1Rugby 0.56764 3.09093 0.184
## user_current_sport_1Sailing -2.76569 3.78167 -0.731
## user_current_sport_1Skateboarding -7.76569 5.34251 -1.454
## user_current_sport_1Snowboarding free ride 0.23431 5.34251 0.044
## user_current_sport_1Soccer -0.58823 0.28904 -2.035
## user_current_sport_1Softball -0.89374 0.38266 -2.336
## user_current_sport_1Swimming -0.99211 0.77266 -1.284
## user_current_sport_1Tennis -1.42241 0.69621 -2.043
## user_current_sport_1Track & Field 0.19509 0.78618 0.248
## user_current_sport_1Volleyball -0.42418 0.29587 -1.434
## user_current_sport_1Water Polo -0.43236 0.53445 -0.809
## user_current_sport_1Wrestling -0.11667 0.37273 -0.313
## user_current_sport_1X-Country -0.31974 0.66670 -0.480
## Pr(>|t|)
## (Intercept) < 2e-16 ***
## user_current_sport_1Basketball 0.41694
## user_current_sport_1Boating Related 0.98044
## user_current_sport_1Bowling 0.73787
## user_current_sport_1Boxing 0.15162
## user_current_sport_1Bull Riding 0.81729
## user_current_sport_1Cheerleading 0.00036 ***
## user_current_sport_1Dance 0.18483
## user_current_sport_1Fencing 0.96502
## user_current_sport_1Field Hockey 0.74103
## user_current_sport_1Football 0.00364 **
## user_current_sport_1Football Freshman 0.00996 **
## user_current_sport_1Football Junior Varsity 0.00399 **
## user_current_sport_1Football Middle School 0.04864 *
## user_current_sport_1Football Varsity 0.60866
## user_current_sport_1Golf 0.49425
## user_current_sport_1Gymnastics 0.17107
## user_current_sport_1Martial Arts 0.58888
## user_current_sport_1Paddling 0.89618
## user_current_sport_1Rifle 0.83955
## user_current_sport_1Rowing 0.38861
## user_current_sport_1Rugby 0.85429
## user_current_sport_1Sailing 0.46459
## user_current_sport_1Skateboarding 0.14611
## user_current_sport_1Snowboarding free ride 0.96502
## user_current_sport_1Soccer 0.04187 *
## user_current_sport_1Softball 0.01954 *
## user_current_sport_1Swimming 0.19917
## user_current_sport_1Tennis 0.04108 *
## user_current_sport_1Track & Field 0.80402
## user_current_sport_1Volleyball 0.15171
## user_current_sport_1Water Polo 0.41856
## user_current_sport_1Wrestling 0.75429
## user_current_sport_1X-Country 0.63153
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 5.337 on 7641 degrees of freedom
## (7845 observations deleted due to missingness)
## Multiple R-squared: 0.01733, Adjusted R-squared: 0.01309
## F-statistic: 4.084 on 33 and 7641 DF, p-value: 4.24e-14Baseline 2 Model
##
## Call:
## lm(formula = user_impulse_control_composite_score_2 ~ user_current_sport_2,
## data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.2258 -2.6194 -0.6194 1.8642 20.0592
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 5.074310 0.167239 30.342
## user_current_sport_2Basketball 0.061531 0.204290 0.301
## user_current_sport_2Boating Related 0.984514 0.896032 1.099
## user_current_sport_2Bowling 0.592357 0.951942 0.622
## user_current_sport_2Boxing 1.925690 3.633365 0.530
## user_current_sport_2Cheerleading -0.583031 0.257417 -2.265
## user_current_sport_2Dance -2.574310 2.571897 -1.001
## user_current_sport_2Diving 0.259023 2.102164 0.123
## user_current_sport_2Fencing -4.074310 3.633365 -1.121
## user_current_sport_2Field Hockey -1.574310 2.571897 -0.612
## user_current_sport_2Football 0.545045 0.196450 2.774
## user_current_sport_2Football Freshman 1.151496 0.672991 1.711
## user_current_sport_2Football Junior Varsity 0.295690 0.399628 0.740
## user_current_sport_2Football Middle School 0.925690 1.061014 0.872
## user_current_sport_2Football Varsity 0.444774 0.211492 2.103
## user_current_sport_2Golf -0.352088 0.871678 -0.404
## user_current_sport_2Gymnastics -0.074310 2.571897 -0.029
## user_current_sport_2Martial Arts 0.536801 0.298256 1.800
## user_current_sport_2Motorsports 10.925690 3.633365 3.007
## user_current_sport_2Paddling 0.314579 0.627611 0.501
## user_current_sport_2Rifle -1.199310 1.294079 -0.927
## user_current_sport_2Rowing 2.203468 0.871678 2.528
## user_current_sport_2Rugby -0.574310 2.571897 -0.223
## user_current_sport_2Sailing -0.674310 1.631761 -0.413
## user_current_sport_2Snowboarding boardercross -1.074310 3.633365 -0.296
## user_current_sport_2Soccer -0.133532 0.197772 -0.675
## user_current_sport_2Softball -0.377446 0.271789 -1.389
## user_current_sport_2Swimming -0.207643 0.566313 -0.367
## user_current_sport_2Tennis -0.699310 0.483532 -1.446
## user_current_sport_2Track & Field -0.140977 0.451236 -0.312
## user_current_sport_2Ultimate Frisbee 5.925690 3.633365 1.631
## user_current_sport_2Volleyball 0.009191 0.203032 0.045
## user_current_sport_2Water Polo 0.282073 0.313114 0.901
## user_current_sport_2Wrestling 0.130874 0.237531 0.551
## user_current_sport_2X-Country 0.190058 0.423541 0.449
## Pr(>|t|)
## (Intercept) < 2e-16 ***
## user_current_sport_2Basketball 0.76327
## user_current_sport_2Boating Related 0.27191
## user_current_sport_2Bowling 0.53379
## user_current_sport_2Boxing 0.59613
## user_current_sport_2Cheerleading 0.02355 *
## user_current_sport_2Dance 0.31689
## user_current_sport_2Diving 0.90194
## user_current_sport_2Fencing 0.26217
## user_current_sport_2Field Hockey 0.54048
## user_current_sport_2Football 0.00554 **
## user_current_sport_2Football Freshman 0.08712 .
## user_current_sport_2Football Junior Varsity 0.45938
## user_current_sport_2Football Middle School 0.38299
## user_current_sport_2Football Varsity 0.03550 *
## user_current_sport_2Golf 0.68628
## user_current_sport_2Gymnastics 0.97695
## user_current_sport_2Martial Arts 0.07193 .
## user_current_sport_2Motorsports 0.00265 **
## user_current_sport_2Paddling 0.61622
## user_current_sport_2Rifle 0.35408
## user_current_sport_2Rowing 0.01150 *
## user_current_sport_2Rugby 0.82331
## user_current_sport_2Sailing 0.67944
## user_current_sport_2Snowboarding boardercross 0.76748
## user_current_sport_2Soccer 0.49958
## user_current_sport_2Softball 0.16495
## user_current_sport_2Swimming 0.71388
## user_current_sport_2Tennis 0.14815
## user_current_sport_2Track & Field 0.75473
## user_current_sport_2Ultimate Frisbee 0.10295
## user_current_sport_2Volleyball 0.96389
## user_current_sport_2Water Polo 0.36769
## user_current_sport_2Wrestling 0.58167
## user_current_sport_2X-Country 0.65364
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.63 on 7640 degrees of freedom
## (7845 observations deleted due to missingness)
## Multiple R-squared: 0.01078, Adjusted R-squared: 0.006376
## F-statistic: 2.448 on 34 and 7640 DF, p-value: 5.647e-06Score Increase Model
##
## Call:
## lm(formula = impulse_control_diff ~ user_current_sport_2, data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.000 -2.531 -1.143 1.611 21.611
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 4.79193 0.17219 27.830
## user_current_sport_2Basketball -0.40322 0.21033 -1.917
## user_current_sport_2Boating Related -0.55664 0.92254 -0.603
## user_current_sport_2Bowling -0.85860 0.98011 -0.876
## user_current_sport_2Boxing -1.79193 3.74087 -0.479
## user_current_sport_2Cheerleading -0.75705 0.26503 -2.856
## user_current_sport_2Dance -2.79193 2.64800 -1.054
## user_current_sport_2Diving -0.12527 2.16436 -0.058
## user_current_sport_2Fencing 2.20807 3.74087 0.590
## user_current_sport_2Field Hockey -1.29193 2.64800 -0.488
## user_current_sport_2Football 0.27500 0.20226 1.360
## user_current_sport_2Football Freshman 1.20807 0.69290 1.743
## user_current_sport_2Football Junior Varsity -0.29193 0.41145 -0.710
## user_current_sport_2Football Middle School -0.29193 1.09241 -0.267
## user_current_sport_2Football Varsity 0.02995 0.21775 0.138
## user_current_sport_2Golf -0.84749 0.89747 -0.944
## user_current_sport_2Gymnastics 7.20807 2.64800 2.722
## user_current_sport_2Martial Arts -0.32434 0.30708 -1.056
## user_current_sport_2Motorsports -2.79193 3.74087 -0.746
## user_current_sport_2Paddling 0.12473 0.64618 0.193
## user_current_sport_2Rifle 0.95807 1.33237 0.719
## user_current_sport_2Rowing -1.01415 0.89747 -1.130
## user_current_sport_2Rugby -3.29193 2.64800 -1.243
## user_current_sport_2Sailing -0.19193 1.68004 -0.114
## user_current_sport_2Snowboarding boardercross 3.20807 3.74087 0.858
## user_current_sport_2Soccer -0.58466 0.20362 -2.871
## user_current_sport_2Softball -0.64907 0.27983 -2.320
## user_current_sport_2Swimming -0.72527 0.58307 -1.244
## user_current_sport_2Tennis -1.21381 0.49784 -2.438
## user_current_sport_2Track & Field -0.47193 0.46459 -1.016
## user_current_sport_2Ultimate Frisbee -2.79193 3.74087 -0.746
## user_current_sport_2Volleyball -0.46799 0.20904 -2.239
## user_current_sport_2Water Polo -1.01002 0.32238 -3.133
## user_current_sport_2Wrestling -0.26061 0.24456 -1.066
## user_current_sport_2X-Country -0.56205 0.43607 -1.289
## Pr(>|t|)
## (Intercept) < 2e-16 ***
## user_current_sport_2Basketball 0.05527 .
## user_current_sport_2Boating Related 0.54628
## user_current_sport_2Bowling 0.38104
## user_current_sport_2Boxing 0.63194
## user_current_sport_2Cheerleading 0.00430 **
## user_current_sport_2Dance 0.29175
## user_current_sport_2Diving 0.95385
## user_current_sport_2Fencing 0.55504
## user_current_sport_2Field Hockey 0.62564
## user_current_sport_2Football 0.17399
## user_current_sport_2Football Freshman 0.08129 .
## user_current_sport_2Football Junior Varsity 0.47803
## user_current_sport_2Football Middle School 0.78929
## user_current_sport_2Football Varsity 0.89060
## user_current_sport_2Golf 0.34504
## user_current_sport_2Gymnastics 0.00650 **
## user_current_sport_2Martial Arts 0.29091
## user_current_sport_2Motorsports 0.45549
## user_current_sport_2Paddling 0.84694
## user_current_sport_2Rifle 0.47212
## user_current_sport_2Rowing 0.25851
## user_current_sport_2Rugby 0.21384
## user_current_sport_2Sailing 0.90905
## user_current_sport_2Snowboarding boardercross 0.39116
## user_current_sport_2Soccer 0.00410 **
## user_current_sport_2Softball 0.02039 *
## user_current_sport_2Swimming 0.21358
## user_current_sport_2Tennis 0.01479 *
## user_current_sport_2Track & Field 0.30975
## user_current_sport_2Ultimate Frisbee 0.45549
## user_current_sport_2Volleyball 0.02520 *
## user_current_sport_2Water Polo 0.00174 **
## user_current_sport_2Wrestling 0.28662
## user_current_sport_2X-Country 0.19748
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.737 on 7640 degrees of freedom
## (7845 observations deleted due to missingness)
## Multiple R-squared: 0.01142, Adjusted R-squared: 0.007018
## F-statistic: 2.595 on 34 and 7640 DF, p-value: 1.164e-06Reaction Time
Baseline 1 Model
##
## Call:
## lm(formula = user_reaction_time_composite_score_1 ~ user_current_sport_1,
## data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.43000 -0.06478 -0.01478 0.04659 2.18409
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 0.645000 0.076040 8.482
## user_current_sport_1Baseball 0.009777 0.076171 0.128
## user_current_sport_1Basketball 0.017420 0.076100 0.229
## user_current_sport_1Boating Related 0.016111 0.084065 0.192
## user_current_sport_1Bobsled 0.435000 0.107537 4.045
## user_current_sport_1Bowling -0.002500 0.093130 -0.027
## user_current_sport_1Boxing -0.030000 0.107537 -0.279
## user_current_sport_1Bull Riding 0.175000 0.131705 1.329
## user_current_sport_1Cheerleading 0.023741 0.076220 0.311
## user_current_sport_1Dance 0.069000 0.089972 0.767
## user_current_sport_1Diving 0.085000 0.131705 0.645
## user_current_sport_1Equestrian Sports 0.105000 0.131705 0.797
## user_current_sport_1Fencing 0.075000 0.131705 0.569
## user_current_sport_1Field Hockey -0.065000 0.131705 -0.494
## user_current_sport_1Football 0.038232 0.076102 0.502
## user_current_sport_1Football Freshman 0.036663 0.076228 0.481
## user_current_sport_1Football Junior Varsity 0.020910 0.076123 0.275
## user_current_sport_1Football Middle School 0.036795 0.077965 0.472
## user_current_sport_1Football Varsity 0.014098 0.076609 0.184
## user_current_sport_1Golf -0.001000 0.080951 -0.012
## user_current_sport_1Gymnastics 0.023889 0.084065 0.284
## user_current_sport_1Ice Hockey 0.015000 0.131705 0.114
## user_current_sport_1Martial Arts 0.014167 0.076391 0.185
## user_current_sport_1Motocross 0.135000 0.131705 1.025
## user_current_sport_1Paddling 0.047727 0.082664 0.577
## user_current_sport_1Rifle 0.015000 0.131705 0.114
## user_current_sport_1Rowing -0.014286 0.081290 -0.176
## user_current_sport_1Rugby 0.085000 0.098167 0.866
## user_current_sport_1Sailing 0.035000 0.131705 0.266
## user_current_sport_1Skateboarding 0.021667 0.098167 0.221
## user_current_sport_1Snowboarding free ride 0.185000 0.131705 1.405
## user_current_sport_1Snowboarding halfpipe 0.175000 0.107537 1.627
## user_current_sport_1Soccer 0.008414 0.076091 0.111
## user_current_sport_1Softball 0.017746 0.076231 0.233
## user_current_sport_1Swimming 0.033493 0.077075 0.435
## user_current_sport_1Tennis 0.021538 0.076768 0.281
## user_current_sport_1Track & Field 0.019546 0.077183 0.253
## user_current_sport_1Volleyball 0.019261 0.076100 0.253
## user_current_sport_1Water Polo 0.033221 0.076505 0.434
## user_current_sport_1Wrestling 0.035047 0.076217 0.460
## user_current_sport_1X-Country 0.026704 0.076899 0.347
## Pr(>|t|)
## (Intercept) < 2e-16 ***
## user_current_sport_1Baseball 0.898
## user_current_sport_1Basketball 0.819
## user_current_sport_1Boating Related 0.848
## user_current_sport_1Bobsled 5.27e-05 ***
## user_current_sport_1Bowling 0.979
## user_current_sport_1Boxing 0.780
## user_current_sport_1Bull Riding 0.184
## user_current_sport_1Cheerleading 0.755
## user_current_sport_1Dance 0.443
## user_current_sport_1Diving 0.519
## user_current_sport_1Equestrian Sports 0.425
## user_current_sport_1Fencing 0.569
## user_current_sport_1Field Hockey 0.622
## user_current_sport_1Football 0.615
## user_current_sport_1Football Freshman 0.631
## user_current_sport_1Football Junior Varsity 0.784
## user_current_sport_1Football Middle School 0.637
## user_current_sport_1Football Varsity 0.854
## user_current_sport_1Golf 0.990
## user_current_sport_1Gymnastics 0.776
## user_current_sport_1Ice Hockey 0.909
## user_current_sport_1Martial Arts 0.853
## user_current_sport_1Motocross 0.305
## user_current_sport_1Paddling 0.564
## user_current_sport_1Rifle 0.909
## user_current_sport_1Rowing 0.861
## user_current_sport_1Rugby 0.387
## user_current_sport_1Sailing 0.790
## user_current_sport_1Skateboarding 0.825
## user_current_sport_1Snowboarding free ride 0.160
## user_current_sport_1Snowboarding halfpipe 0.104
## user_current_sport_1Soccer 0.912
## user_current_sport_1Softball 0.816
## user_current_sport_1Swimming 0.664
## user_current_sport_1Tennis 0.779
## user_current_sport_1Track & Field 0.800
## user_current_sport_1Volleyball 0.800
## user_current_sport_1Water Polo 0.664
## user_current_sport_1Wrestling 0.646
## user_current_sport_1X-Country 0.728
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1075 on 9313 degrees of freedom
## (6166 observations deleted due to missingness)
## Multiple R-squared: 0.01361, Adjusted R-squared: 0.009369
## F-statistic: 3.211 on 40 and 9313 DF, p-value: 4.085e-11Baseline 2 Model
##
## Call:
## lm(formula = user_reaction_time_composite_score_2 ~ user_current_sport_2,
## data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.20626 -0.04680 -0.00626 0.03935 0.44230
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 0.53500 0.04726 11.321
## user_current_sport_2Badminton 0.02500 0.08186 0.305
## user_current_sport_2Baseball 0.03875 0.04734 0.818
## user_current_sport_2Basketball 0.04690 0.04730 0.992
## user_current_sport_2Boating Related 0.02429 0.05052 0.481
## user_current_sport_2Bowling 0.03333 0.04982 0.669
## user_current_sport_2Boxing 0.05500 0.08186 0.672
## user_current_sport_2Bull Riding -0.01500 0.08186 -0.183
## user_current_sport_2Cheerleading 0.05691 0.04737 1.201
## user_current_sport_2Dance 0.09500 0.06683 1.421
## user_current_sport_2Diving 0.09833 0.06101 1.612
## user_current_sport_2Equestrian Sports 0.15500 0.08186 1.894
## user_current_sport_2Fencing -0.03500 0.08186 -0.428
## user_current_sport_2Field Hockey 0.11000 0.06683 1.646
## user_current_sport_2Football 0.06180 0.04729 1.307
## user_current_sport_2Football Freshman 0.07300 0.04881 1.496
## user_current_sport_2Football Junior Varsity 0.08203 0.04778 1.717
## user_current_sport_2Football Middle School 0.06885 0.05076 1.356
## user_current_sport_2Football Varsity 0.05270 0.04731 1.114
## user_current_sport_2Golf 0.04182 0.04936 0.847
## user_current_sport_2Gymnastics 0.06833 0.06101 1.120
## user_current_sport_2Ice Hockey 0.04500 0.08186 0.550
## user_current_sport_2Martial Arts 0.04806 0.04745 1.013
## user_current_sport_2Motocross 0.09500 0.08186 1.161
## user_current_sport_2Motorsports 0.01500 0.08186 0.183
## user_current_sport_2Paddling 0.07023 0.04832 1.453
## user_current_sport_2Rifle 0.06357 0.05359 1.186
## user_current_sport_2Rowing 0.03964 0.04892 0.810
## user_current_sport_2Rugby 0.09500 0.08186 1.161
## user_current_sport_2Sailing 0.03500 0.05592 0.626
## user_current_sport_2Skateboarding 0.09000 0.06683 1.347
## user_current_sport_2Soccer 0.04126 0.04729 0.873
## user_current_sport_2Softball 0.04736 0.04740 0.999
## user_current_sport_2Swimming 0.08093 0.04805 1.684
## user_current_sport_2Tennis 0.04875 0.04771 1.022
## user_current_sport_2Track & Field 0.04556 0.04770 0.955
## user_current_sport_2Volleyball 0.04473 0.04730 0.946
## user_current_sport_2Water Polo 0.05565 0.04748 1.172
## user_current_sport_2Wrestling 0.05610 0.04735 1.185
## user_current_sport_2X-Country 0.06424 0.04771 1.347
## Pr(>|t|)
## (Intercept) <2e-16 ***
## user_current_sport_2Badminton 0.7601
## user_current_sport_2Baseball 0.4131
## user_current_sport_2Basketball 0.3214
## user_current_sport_2Boating Related 0.6307
## user_current_sport_2Bowling 0.5034
## user_current_sport_2Boxing 0.5017
## user_current_sport_2Bull Riding 0.8546
## user_current_sport_2Cheerleading 0.2296
## user_current_sport_2Dance 0.1552
## user_current_sport_2Diving 0.1071
## user_current_sport_2Equestrian Sports 0.0583 .
## user_current_sport_2Fencing 0.6690
## user_current_sport_2Field Hockey 0.0998 .
## user_current_sport_2Football 0.1913
## user_current_sport_2Football Freshman 0.1348
## user_current_sport_2Football Junior Varsity 0.0860 .
## user_current_sport_2Football Middle School 0.1751
## user_current_sport_2Football Varsity 0.2653
## user_current_sport_2Golf 0.3969
## user_current_sport_2Gymnastics 0.2627
## user_current_sport_2Ice Hockey 0.5825
## user_current_sport_2Martial Arts 0.3112
## user_current_sport_2Motocross 0.2458
## user_current_sport_2Motorsports 0.8546
## user_current_sport_2Paddling 0.1462
## user_current_sport_2Rifle 0.2355
## user_current_sport_2Rowing 0.4177
## user_current_sport_2Rugby 0.2458
## user_current_sport_2Sailing 0.5314
## user_current_sport_2Skateboarding 0.1781
## user_current_sport_2Soccer 0.3829
## user_current_sport_2Softball 0.3177
## user_current_sport_2Swimming 0.0922 .
## user_current_sport_2Tennis 0.3069
## user_current_sport_2Track & Field 0.3395
## user_current_sport_2Volleyball 0.3443
## user_current_sport_2Water Polo 0.2412
## user_current_sport_2Wrestling 0.2361
## user_current_sport_2X-Country 0.1782
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.06683 on 9314 degrees of freedom
## (6166 observations deleted due to missingness)
## Multiple R-squared: 0.01851, Adjusted R-squared: 0.0144
## F-statistic: 4.503 on 39 and 9314 DF, p-value: < 2.2e-16Score Increase Model
##
## Call:
## lm(formula = reaction_time_diff ~ user_current_sport_2, data = baseline_sport)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.08231 -0.04864 -0.01768 0.02495 2.27264
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 0.0800000 0.0588153 1.360
## user_current_sport_2Badminton -0.0200000 0.1018711 -0.196
## user_current_sport_2Baseball -0.0023196 0.0589163 -0.039
## user_current_sport_2Basketball 0.0009821 0.0588655 0.017
## user_current_sport_2Boating Related -0.0521429 0.0628762 -0.829
## user_current_sport_2Bowling -0.0155556 0.0619968 -0.251
## user_current_sport_2Boxing 0.3400000 0.1018711 3.338
## user_current_sport_2Bull Riding 0.0200000 0.1018711 0.196
## user_current_sport_2Cheerleading -0.0034753 0.0589471 -0.059
## user_current_sport_2Dance -0.0150000 0.0831774 -0.180
## user_current_sport_2Diving 0.0300000 0.0759303 0.395
## user_current_sport_2Equestrian Sports -0.0200000 0.1018711 -0.196
## user_current_sport_2Fencing 0.2000000 0.1018711 1.963
## user_current_sport_2Field Hockey 0.0100000 0.0831774 0.120
## user_current_sport_2Football 0.0025412 0.0588557 0.043
## user_current_sport_2Football Freshman -0.0006667 0.0607442 -0.011
## user_current_sport_2Football Junior Varsity -0.0059341 0.0594581 -0.100
## user_current_sport_2Football Middle School 0.0123077 0.0631778 0.195
## user_current_sport_2Football Varsity 0.0073564 0.0588790 0.125
## user_current_sport_2Golf 0.0086364 0.0614306 0.141
## user_current_sport_2Gymnastics 0.0300000 0.0759303 0.395
## user_current_sport_2Ice Hockey 0.0200000 0.1018711 0.196
## user_current_sport_2Martial Arts 0.0015079 0.0590483 0.026
## user_current_sport_2Motocross -0.0700000 0.1018711 -0.687
## user_current_sport_2Motorsports -0.0300000 0.1018711 -0.294
## user_current_sport_2Paddling -0.0015909 0.0601372 -0.026
## user_current_sport_2Rifle -0.0014286 0.0666903 -0.021
## user_current_sport_2Rowing -0.0196429 0.0608797 -0.323
## user_current_sport_2Rugby -0.0300000 0.1018711 -0.294
## user_current_sport_2Sailing 0.0360000 0.0695912 0.517
## user_current_sport_2Skateboarding 0.0250000 0.0831774 0.301
## user_current_sport_2Soccer -0.0025743 0.0588541 -0.044
## user_current_sport_2Softball -0.0040303 0.0589933 -0.068
## user_current_sport_2Swimming 0.0118644 0.0598039 0.198
## user_current_sport_2Tennis -0.0054808 0.0593782 -0.092
## user_current_sport_2Track & Field 0.0065421 0.0593625 0.110
## user_current_sport_2Volleyball 0.0017737 0.0588625 0.030
## user_current_sport_2Water Polo 0.0083410 0.0590858 0.141
## user_current_sport_2Wrestling 0.0050549 0.0589230 0.086
## user_current_sport_2X-Country 0.0021905 0.0593728 0.037
## Pr(>|t|)
## (Intercept) 0.173803
## user_current_sport_2Badminton 0.844359
## user_current_sport_2Baseball 0.968596
## user_current_sport_2Basketball 0.986690
## user_current_sport_2Boating Related 0.406960
## user_current_sport_2Bowling 0.801890
## user_current_sport_2Boxing 0.000849 ***
## user_current_sport_2Bull Riding 0.844359
## user_current_sport_2Cheerleading 0.952988
## user_current_sport_2Dance 0.856892
## user_current_sport_2Diving 0.692779
## user_current_sport_2Equestrian Sports 0.844359
## user_current_sport_2Fencing 0.049645 *
## user_current_sport_2Field Hockey 0.904308
## user_current_sport_2Football 0.965561
## user_current_sport_2Football Freshman 0.991244
## user_current_sport_2Football Junior Varsity 0.920503
## user_current_sport_2Football Middle School 0.845546
## user_current_sport_2Football Varsity 0.900572
## user_current_sport_2Golf 0.888199
## user_current_sport_2Gymnastics 0.692779
## user_current_sport_2Ice Hockey 0.844359
## user_current_sport_2Martial Arts 0.979627
## user_current_sport_2Motocross 0.492010
## user_current_sport_2Motorsports 0.768390
## user_current_sport_2Paddling 0.978895
## user_current_sport_2Rifle 0.982910
## user_current_sport_2Rowing 0.746967
## user_current_sport_2Rugby 0.768390
## user_current_sport_2Sailing 0.604955
## user_current_sport_2Skateboarding 0.763755
## user_current_sport_2Soccer 0.965113
## user_current_sport_2Softball 0.945534
## user_current_sport_2Swimming 0.842745
## user_current_sport_2Tennis 0.926459
## user_current_sport_2Track & Field 0.912249
## user_current_sport_2Volleyball 0.975962
## user_current_sport_2Water Polo 0.887740
## user_current_sport_2Wrestling 0.931636
## user_current_sport_2X-Country 0.970571
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.08318 on 9314 degrees of freedom
## (6166 observations deleted due to missingness)
## Multiple R-squared: 0.005557, Adjusted R-squared: 0.001393
## F-statistic: 1.335 on 39 and 9314 DF, p-value: 0.07948What is the relationship between age, sport played, and school attended and point increase on baseline testing?
The entire sample of 18,395 individuals who obtained positive gain on at least one baseline 2 domain was utilzed to conduct a multiple regression analysis.
Verbal Memory
Baseline 1 Model
##
## Call:
## lm(formula = user_memory_composite_score_verbal_1 ~ user_age_1 +
## org_name_1 + user_current_sport_1, data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -38.087 -6.099 0.562 6.694 23.002
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 74.93370 8.55876 8.755
## user_age_1 0.15898 0.08822 1.802
## org_name_1Aiea High School -1.16032 5.38774 -0.215
## org_name_1Anuenue Schools -1.05123 5.42984 -0.194
## org_name_1Assets School -4.59073 5.57871 -0.823
## org_name_1Baldwin High School -1.40151 5.46769 -0.256
## org_name_1Campbell High School 0.24173 5.35523 0.045
## org_name_1Castle High School -1.80582 5.34238 -0.338
## org_name_1Christian Academy 1.96134 5.55882 0.353
## org_name_1Damien Memorial School -1.73817 5.34726 -0.325
## org_name_1Farrington High School -1.33255 5.34147 -0.249
## org_name_1Hana High School 2.29983 5.63777 0.408
## org_name_1Hanalani School -2.81342 5.37780 -0.523
## org_name_1Hawaii Baptist Academy 0.42424 5.35355 0.079
## org_name_1Hilo High School -0.69467 5.36507 -0.129
## org_name_1Honokaa High School -3.09277 5.39169 -0.574
## org_name_1Honolulu Waldorf School 0.82367 5.90342 0.140
## org_name_1Iolani School 1.85705 5.33555 0.348
## org_name_1Island Pacific Academy -0.99970 5.48092 -0.182
## org_name_1Kahuku High School 0.91693 5.34064 0.172
## org_name_1Kailua High School -2.47746 5.36914 -0.461
## org_name_1Kaimuki High School -2.44449 5.36831 -0.455
## org_name_1Kaiser High School 1.57348 5.34874 0.294
## org_name_1Kalaheo High School 0.09650 5.34806 0.018
## org_name_1Kalani High School 1.81058 5.33867 0.339
## org_name_1Kapaa High School -0.56578 5.34234 -0.106
## org_name_1Kapolei High School -1.02397 5.35708 -0.191
## org_name_1Kau High School -2.94245 5.56728 -0.529
## org_name_1Kauai High School -1.51470 5.35221 -0.283
## org_name_1Keaau High School -0.85276 5.35241 -0.159
## org_name_1Kealakehe High School 0.73682 5.33483 0.138
## org_name_1King Kekaulike High School -1.34306 5.35461 -0.251
## org_name_1Konawaena High School -1.11289 5.39420 -0.206
## org_name_1La Pietra -1.68253 5.42799 -0.310
## org_name_1Lahainaluna High School -1.21383 5.36357 -0.226
## org_name_1Lanai High School -1.91455 5.54694 -0.345
## org_name_1Lanakila High School -1.39949 5.58161 -0.251
## org_name_1Le Jardin Academy 0.41079 5.39694 0.076
## org_name_1Leilehua High School -0.68650 5.33761 -0.129
## org_name_1Lutheran School -3.02053 6.36353 -0.475
## org_name_1Maui High School -0.92432 5.36058 -0.172
## org_name_1McKinley High School 0.24916 5.35432 0.047
## org_name_1Mid Pacific Institute -1.42504 5.33519 -0.267
## org_name_1Mililani High School -1.10738 5.33343 -0.208
## org_name_1Moanalua High School -0.31064 5.35311 -0.058
## org_name_1Molokai -3.04320 5.60357 -0.543
## org_name_1Nanakuli High School -1.15529 5.39169 -0.214
## org_name_1Pacific Buddhist Academy -4.28452 5.86007 -0.731
## org_name_1Pahoa High School -4.13180 5.65338 -0.731
## org_name_1Pearl City High School -0.79772 5.33548 -0.150
## org_name_1Radford High School 0.55856 5.37128 0.104
## org_name_1Roosevelt High School 1.09768 5.35747 0.205
## org_name_1Sacred Hearts Academy -0.24794 5.36399 -0.046
## org_name_1St Andrews Priory 1.75081 5.47940 0.320
## org_name_1St Francis -1.63223 5.38970 -0.303
## org_name_1St Louis School -0.42230 5.38813 -0.078
## org_name_1University Lab School -1.24168 5.36809 -0.231
## org_name_1Waiakea High School -1.65554 5.40534 -0.306
## org_name_1Waialua High School -1.53770 5.36364 -0.287
## org_name_1Waianae High School -0.61844 5.42587 -0.114
## org_name_1Waimea High School -1.96891 5.36581 -0.367
## org_name_1Waipahu High School 0.19821 5.46331 0.036
## user_current_sport_1Baseball 1.58905 6.60133 0.241
## user_current_sport_1Basketball 2.86958 6.59409 0.435
## user_current_sport_1Boating Related 6.00552 6.95794 0.863
## user_current_sport_1Bowling 7.49110 8.05224 0.930
## user_current_sport_1Boxing 3.22755 7.77877 0.415
## user_current_sport_1Bull Riding -4.75130 11.38966 -0.417
## user_current_sport_1Cheerleading 4.52208 6.60452 0.685
## user_current_sport_1Dance 6.37468 7.70928 0.827
## user_current_sport_1Equestrian Sports 1.33482 11.60054 0.115
## user_current_sport_1Field Hockey 5.10658 11.32678 0.451
## user_current_sport_1Football 1.30727 6.59636 0.198
## user_current_sport_1Football Freshman 1.04200 6.60652 0.158
## user_current_sport_1Football Junior Varsity 1.43519 6.59911 0.217
## user_current_sport_1Football Middle School 0.19928 6.77841 0.029
## user_current_sport_1Football Varsity 1.17972 6.63612 0.178
## user_current_sport_1Golf 2.75429 6.97750 0.395
## user_current_sport_1Gymnastics 2.85683 7.09696 0.403
## user_current_sport_1Ice Hockey 20.42603 11.33160 1.803
## user_current_sport_1Martial Arts 3.15344 6.61935 0.476
## user_current_sport_1Paddling 1.65662 6.94224 0.239
## user_current_sport_1Powerlifting 6.94123 9.30103 0.746
## user_current_sport_1Rifle -1.13889 8.48982 -0.134
## user_current_sport_1Rowing -1.41284 6.95540 -0.203
## user_current_sport_1Rugby -5.40761 8.50392 -0.636
## user_current_sport_1Sailing 4.66826 8.05923 0.579
## user_current_sport_1Skateboarding -1.65191 9.27074 -0.178
## user_current_sport_1Skipped 4.57029 6.67683 0.684
## user_current_sport_1Snowboarding free ride 2.57393 9.27607 0.277
## user_current_sport_1Snowboarding halfpipe 12.66276 9.29872 1.362
## user_current_sport_1Soccer 3.18955 6.59457 0.484
## user_current_sport_1Softball 3.36403 6.60518 0.509
## user_current_sport_1Swimming 4.09936 6.65946 0.616
## user_current_sport_1Tennis 4.19403 6.64288 0.631
## user_current_sport_1Track & Field 4.06492 6.68033 0.608
## user_current_sport_1Ultimate Frisbee -17.57397 11.33160 -1.551
## user_current_sport_1Volleyball 3.28825 6.59196 0.499
## user_current_sport_1Water Polo 1.92974 6.62955 0.291
## user_current_sport_1Wrestling 2.12036 6.60494 0.321
## user_current_sport_1X-Country 4.09292 6.65724 0.615
## Pr(>|t|)
## (Intercept) <2e-16 ***
## user_age_1 0.0715 .
## org_name_1Aiea High School 0.8295
## org_name_1Anuenue Schools 0.8465
## org_name_1Assets School 0.4106
## org_name_1Baldwin High School 0.7977
## org_name_1Campbell High School 0.9640
## org_name_1Castle High School 0.7354
## org_name_1Christian Academy 0.7242
## org_name_1Damien Memorial School 0.7451
## org_name_1Farrington High School 0.8030
## org_name_1Hana High School 0.6833
## org_name_1Hanalani School 0.6009
## org_name_1Hawaii Baptist Academy 0.9368
## org_name_1Hilo High School 0.8970
## org_name_1Honokaa High School 0.5662
## org_name_1Honolulu Waldorf School 0.8890
## org_name_1Iolani School 0.7278
## org_name_1Island Pacific Academy 0.8553
## org_name_1Kahuku High School 0.8637
## org_name_1Kailua High School 0.6445
## org_name_1Kaimuki High School 0.6489
## org_name_1Kaiser High School 0.7686
## org_name_1Kalaheo High School 0.9856
## org_name_1Kalani High School 0.7345
## org_name_1Kapaa High School 0.9157
## org_name_1Kapolei High School 0.8484
## org_name_1Kau High School 0.5971
## org_name_1Kauai High School 0.7772
## org_name_1Keaau High School 0.8734
## org_name_1Kealakehe High School 0.8902
## org_name_1King Kekaulike High School 0.8020
## org_name_1Konawaena High School 0.8366
## org_name_1La Pietra 0.7566
## org_name_1Lahainaluna High School 0.8210
## org_name_1Lanai High School 0.7300
## org_name_1Lanakila High School 0.8020
## org_name_1Le Jardin Academy 0.9393
## org_name_1Leilehua High School 0.8977
## org_name_1Lutheran School 0.6350
## org_name_1Maui High School 0.8631
## org_name_1McKinley High School 0.9629
## org_name_1Mid Pacific Institute 0.7894
## org_name_1Mililani High School 0.8355
## org_name_1Moanalua High School 0.9537
## org_name_1Molokai 0.5871
## org_name_1Nanakuli High School 0.8303
## org_name_1Pacific Buddhist Academy 0.4647
## org_name_1Pahoa High School 0.4649
## org_name_1Pearl City High School 0.8812
## org_name_1Radford High School 0.9172
## org_name_1Roosevelt High School 0.8377
## org_name_1Sacred Hearts Academy 0.9631
## org_name_1St Andrews Priory 0.7493
## org_name_1St Francis 0.7620
## org_name_1St Louis School 0.9375
## org_name_1University Lab School 0.8171
## org_name_1Waiakea High School 0.7594
## org_name_1Waialua High School 0.7744
## org_name_1Waianae High School 0.9093
## org_name_1Waimea High School 0.7137
## org_name_1Waipahu High School 0.9711
## user_current_sport_1Baseball 0.8098
## user_current_sport_1Basketball 0.6634
## user_current_sport_1Boating Related 0.3881
## user_current_sport_1Bowling 0.3522
## user_current_sport_1Boxing 0.6782
## user_current_sport_1Bull Riding 0.6766
## user_current_sport_1Cheerleading 0.4936
## user_current_sport_1Dance 0.4083
## user_current_sport_1Equestrian Sports 0.9084
## user_current_sport_1Field Hockey 0.6521
## user_current_sport_1Football 0.8429
## user_current_sport_1Football Freshman 0.8747
## user_current_sport_1Football Junior Varsity 0.8278
## user_current_sport_1Football Middle School 0.9765
## user_current_sport_1Football Varsity 0.8589
## user_current_sport_1Golf 0.6930
## user_current_sport_1Gymnastics 0.6873
## user_current_sport_1Ice Hockey 0.0715 .
## user_current_sport_1Martial Arts 0.6338
## user_current_sport_1Paddling 0.8114
## user_current_sport_1Powerlifting 0.4555
## user_current_sport_1Rifle 0.8933
## user_current_sport_1Rowing 0.8390
## user_current_sport_1Rugby 0.5249
## user_current_sport_1Sailing 0.5624
## user_current_sport_1Skateboarding 0.8586
## user_current_sport_1Skipped 0.4937
## user_current_sport_1Snowboarding free ride 0.7814
## user_current_sport_1Snowboarding halfpipe 0.1733
## user_current_sport_1Soccer 0.6286
## user_current_sport_1Softball 0.6106
## user_current_sport_1Swimming 0.5382
## user_current_sport_1Tennis 0.5278
## user_current_sport_1Track & Field 0.5429
## user_current_sport_1Ultimate Frisbee 0.1210
## user_current_sport_1Volleyball 0.6179
## user_current_sport_1Water Polo 0.7710
## user_current_sport_1Wrestling 0.7482
## user_current_sport_1X-Country 0.5387
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 9.198 on 10122 degrees of freedom
## (8172 observations deleted due to missingness)
## Multiple R-squared: 0.03239, Adjusted R-squared: 0.02283
## F-statistic: 3.388 on 100 and 10122 DF, p-value: < 2.2e-16Baseline 2 Model
##
## Call:
## lm(formula = user_memory_composite_score_verbal_2 ~ user_age_2 +
## org_name_2 + user_current_sport_2, data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -33.930 -5.080 1.092 6.242 14.594
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 90.09221 7.49639 12.018
## user_age_2 0.05444 0.07461 0.730
## org_name_2Aiea High School -2.61801 4.71607 -0.555
## org_name_2Anuenue Schools -1.39173 4.75423 -0.293
## org_name_2Assets School -6.70222 4.88038 -1.373
## org_name_2Baldwin High School -3.08262 4.78640 -0.644
## org_name_2Campbell High School -1.16205 4.68938 -0.248
## org_name_2Castle High School -2.13047 4.67710 -0.456
## org_name_2Christian Academy -0.05382 4.83953 -0.011
## org_name_2Damien Memorial School -3.01469 4.67945 -0.644
## org_name_2Farrington High School -3.17852 4.67550 -0.680
## org_name_2Hana High School -0.77114 4.90391 -0.157
## org_name_2Hanalani School -3.04147 4.70227 -0.647
## org_name_2Hawaii Baptist Academy -0.73885 4.68056 -0.158
## org_name_2Hilo High School -1.96268 4.69610 -0.418
## org_name_2Honokaa High School -4.05918 4.71861 -0.860
## org_name_2Honolulu Waldorf School 1.20783 5.16692 0.234
## org_name_2Iolani School -0.22760 4.66661 -0.049
## org_name_2Island Pacific Academy -1.50205 4.79202 -0.313
## org_name_2Kahuku High School 0.46969 4.67517 0.100
## org_name_2Kailua High School -3.74128 4.70056 -0.796
## org_name_2Kaimuki High School -3.82774 4.69912 -0.815
## org_name_2Kaiser High School -0.29743 4.68332 -0.064
## org_name_2Kalaheo High School -0.73282 4.68233 -0.157
## org_name_2Kalani High School -0.47492 4.67316 -0.102
## org_name_2Kapaa High School -1.37663 4.67668 -0.294
## org_name_2Kapolei High School -1.89801 4.68901 -0.405
## org_name_2Kau High School -3.77569 4.85392 -0.778
## org_name_2Kauai High School -2.84718 4.68440 -0.608
## org_name_2Keaau High School -2.38477 4.68655 -0.509
## org_name_2Kealakehe High School -1.04083 4.67082 -0.223
## org_name_2King Kekaulike High School -2.64330 4.68808 -0.564
## org_name_2Konawaena High School -2.58275 4.72230 -0.547
## org_name_2La Pietra -3.38165 4.74481 -0.713
## org_name_2Lahainaluna High School -1.81631 4.69588 -0.387
## org_name_2Lanai High School -4.06186 4.85369 -0.837
## org_name_2Lanakila High School -2.61214 4.86863 -0.537
## org_name_2Le Jardin Academy -1.80385 4.72237 -0.382
## org_name_2Leilehua High School -1.58161 4.67291 -0.338
## org_name_2Lutheran School -3.23427 5.69434 -0.568
## org_name_2Maui High School -1.57925 4.69202 -0.337
## org_name_2McKinley High School -1.31934 4.68712 -0.281
## org_name_2Mid Pacific Institute -2.97965 4.66660 -0.639
## org_name_2Mililani High School -2.40658 4.66924 -0.515
## org_name_2Moanalua High School -1.71017 4.68633 -0.365
## org_name_2Molokai -4.27399 4.90870 -0.871
## org_name_2Nanakuli High School -3.02143 4.71956 -0.640
## org_name_2Pacific Buddhist Academy -4.07526 5.06299 -0.805
## org_name_2Pahoa High School -3.96403 4.94919 -0.801
## org_name_2Pearl City High School -2.37727 4.67072 -0.509
## org_name_2Radford High School -1.00202 4.70213 -0.213
## org_name_2Roosevelt High School -0.72180 4.69016 -0.154
## org_name_2Sacred Hearts Academy -1.21879 4.69307 -0.260
## org_name_2St Andrews Priory 0.92153 4.78866 0.192
## org_name_2St Francis -3.30389 4.71635 -0.701
## org_name_2St Louis School -1.58497 4.71662 -0.336
## org_name_2University Lab School -1.63926 4.69392 -0.349
## org_name_2Waiakea High School -3.10540 4.73267 -0.656
## org_name_2Waialua High School -3.58009 4.69566 -0.762
## org_name_2Waianae High School -4.07906 4.74817 -0.859
## org_name_2Waimea High School -3.62421 4.69680 -0.772
## org_name_2Waipahu High School -1.54594 4.78340 -0.323
## user_current_sport_2Baseball -0.94179 5.75823 -0.164
## user_current_sport_2Basketball -0.20476 5.75186 -0.036
## user_current_sport_2Boating Related -1.24006 6.00334 -0.207
## user_current_sport_2Bowling 0.29161 6.01449 0.048
## user_current_sport_2Boxing 7.82395 9.88348 0.792
## user_current_sport_2Cheerleading 0.81775 5.76017 0.142
## user_current_sport_2Dance 3.37303 7.36470 0.458
## user_current_sport_2Diving -8.59438 6.75836 -1.272
## user_current_sport_2Equestrian Sports 7.99219 10.12228 0.790
## user_current_sport_2Field Hockey 0.10643 8.08861 0.013
## user_current_sport_2Football -1.36945 5.75244 -0.238
## user_current_sport_2Football Freshman -1.36092 5.88720 -0.231
## user_current_sport_2Football Junior Varsity 0.20585 5.80622 0.035
## user_current_sport_2Football Middle School -1.13197 6.14297 -0.184
## user_current_sport_2Football Varsity -0.93805 5.75491 -0.163
## user_current_sport_2Golf -0.42622 5.98796 -0.071
## user_current_sport_2Gymnastics 2.18925 7.38693 0.296
## user_current_sport_2Martial Arts -0.03314 5.76889 -0.006
## user_current_sport_2Motocross 1.50390 9.90111 0.152
## user_current_sport_2Paddling -0.82170 5.89505 -0.139
## user_current_sport_2Rifle 3.13361 6.32364 0.496
## user_current_sport_2Rowing 0.60771 6.03170 0.101
## user_current_sport_2Rugby -26.95691 9.97778 -2.702
## user_current_sport_2Sailing 3.80733 6.51691 0.584
## user_current_sport_2Skateboarding 4.17966 9.87628 0.423
## user_current_sport_2Skipped -0.19820 5.75085 -0.034
## user_current_sport_2Snowboarding boardercross -6.60498 9.89951 -0.667
## user_current_sport_2Soccer 0.44991 5.75183 0.078
## user_current_sport_2Softball 0.98889 5.76489 0.172
## user_current_sport_2Swimming 0.18241 5.82088 0.031
## user_current_sport_2Tennis 1.48124 5.79968 0.255
## user_current_sport_2Track & Field -0.13588 5.80092 -0.023
## user_current_sport_2Ultimate Frisbee -8.52410 9.88573 -0.862
## user_current_sport_2Volleyball 0.23851 5.74999 0.041
## user_current_sport_2Water Polo -0.10685 5.77391 -0.019
## user_current_sport_2Wrestling -0.87035 5.75829 -0.151
## user_current_sport_2X-Country 1.68853 5.79630 0.291
## Pr(>|t|)
## (Intercept) < 2e-16 ***
## user_age_2 0.46556
## org_name_2Aiea High School 0.57882
## org_name_2Anuenue Schools 0.76973
## org_name_2Assets School 0.16969
## org_name_2Baldwin High School 0.51957
## org_name_2Campbell High School 0.80429
## org_name_2Castle High School 0.64875
## org_name_2Christian Academy 0.99113
## org_name_2Damien Memorial School 0.51943
## org_name_2Farrington High School 0.49663
## org_name_2Hana High School 0.87505
## org_name_2Hanalani School 0.51777
## org_name_2Hawaii Baptist Academy 0.87457
## org_name_2Hilo High School 0.67600
## org_name_2Honokaa High School 0.38967
## org_name_2Honolulu Waldorf School 0.81517
## org_name_2Iolani School 0.96110
## org_name_2Island Pacific Academy 0.75395
## org_name_2Kahuku High School 0.91998
## org_name_2Kailua High School 0.42610
## org_name_2Kaimuki High School 0.41534
## org_name_2Kaiser High School 0.94936
## org_name_2Kalaheo High School 0.87564
## org_name_2Kalani High School 0.91905
## org_name_2Kapaa High School 0.76849
## org_name_2Kapolei High School 0.68565
## org_name_2Kau High School 0.43667
## org_name_2Kauai High School 0.54333
## org_name_2Keaau High School 0.61087
## org_name_2Kealakehe High School 0.82367
## org_name_2King Kekaulike High School 0.57288
## org_name_2Konawaena High School 0.58444
## org_name_2La Pietra 0.47605
## org_name_2Lahainaluna High School 0.69892
## org_name_2Lanai High School 0.40269
## org_name_2Lanakila High School 0.59161
## org_name_2Le Jardin Academy 0.70248
## org_name_2Leilehua High School 0.73502
## org_name_2Lutheran School 0.57006
## org_name_2Maui High School 0.73644
## org_name_2McKinley High School 0.77835
## org_name_2Mid Pacific Institute 0.52316
## org_name_2Mililani High School 0.60628
## org_name_2Moanalua High School 0.71517
## org_name_2Molokai 0.38394
## org_name_2Nanakuli High School 0.52206
## org_name_2Pacific Buddhist Academy 0.42089
## org_name_2Pahoa High School 0.42318
## org_name_2Pearl City High School 0.61078
## org_name_2Radford High School 0.83125
## org_name_2Roosevelt High School 0.87769
## org_name_2Sacred Hearts Academy 0.79510
## org_name_2St Andrews Priory 0.84740
## org_name_2St Francis 0.48362
## org_name_2St Louis School 0.73685
## org_name_2University Lab School 0.72692
## org_name_2Waiakea High School 0.51173
## org_name_2Waialua High School 0.44582
## org_name_2Waianae High School 0.39032
## org_name_2Waimea High School 0.44035
## org_name_2Waipahu High School 0.74656
## user_current_sport_2Baseball 0.87008
## user_current_sport_2Basketball 0.97160
## user_current_sport_2Boating Related 0.83636
## user_current_sport_2Bowling 0.96133
## user_current_sport_2Boxing 0.42860
## user_current_sport_2Cheerleading 0.88711
## user_current_sport_2Dance 0.64696
## user_current_sport_2Diving 0.20352
## user_current_sport_2Equestrian Sports 0.42980
## user_current_sport_2Field Hockey 0.98950
## user_current_sport_2Football 0.81184
## user_current_sport_2Football Freshman 0.81719
## user_current_sport_2Football Junior Varsity 0.97172
## user_current_sport_2Football Middle School 0.85381
## user_current_sport_2Football Varsity 0.87052
## user_current_sport_2Golf 0.94326
## user_current_sport_2Gymnastics 0.76696
## user_current_sport_2Martial Arts 0.99542
## user_current_sport_2Motocross 0.87927
## user_current_sport_2Paddling 0.88915
## user_current_sport_2Rifle 0.62023
## user_current_sport_2Rowing 0.91975
## user_current_sport_2Rugby 0.00691 **
## user_current_sport_2Sailing 0.55908
## user_current_sport_2Skateboarding 0.67216
## user_current_sport_2Skipped 0.97251
## user_current_sport_2Snowboarding boardercross 0.50466
## user_current_sport_2Soccer 0.93765
## user_current_sport_2Softball 0.86381
## user_current_sport_2Swimming 0.97500
## user_current_sport_2Tennis 0.79842
## user_current_sport_2Track & Field 0.98131
## user_current_sport_2Ultimate Frisbee 0.38856
## user_current_sport_2Volleyball 0.96691
## user_current_sport_2Water Polo 0.98524
## user_current_sport_2Wrestling 0.87986
## user_current_sport_2X-Country 0.77082
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.024 on 10189 degrees of freedom
## (8107 observations deleted due to missingness)
## Multiple R-squared: 0.03156, Adjusted R-squared: 0.02225
## F-statistic: 3.389 on 98 and 10189 DF, p-value: < 2.2e-16Score Increase Model
##
## Call:
## lm(formula = memory_verbal_diff ~ user_age_2 + org_name_2 + user_current_sport_2,
## data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -11.145 -5.398 -1.451 4.082 34.088
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 21.91558 6.46533 3.390
## user_age_2 -0.10958 0.06434 -1.703
## org_name_2Aiea High School -0.74148 4.06742 -0.182
## org_name_2Anuenue Schools 0.36771 4.10033 0.090
## org_name_2Assets School -1.23012 4.20913 -0.292
## org_name_2Baldwin High School -1.23714 4.12808 -0.300
## org_name_2Campbell High School -0.90538 4.04440 -0.224
## org_name_2Castle High School 0.33779 4.03381 0.084
## org_name_2Christian Academy -0.88230 4.17390 -0.211
## org_name_2Damien Memorial School -0.64028 4.03584 -0.159
## org_name_2Farrington High School -1.12769 4.03243 -0.280
## org_name_2Hana High School -1.37501 4.22943 -0.325
## org_name_2Hanalani School 0.48520 4.05552 0.120
## org_name_2Hawaii Baptist Academy -0.55095 4.03679 -0.136
## org_name_2Hilo High School -0.52329 4.05020 -0.129
## org_name_2Honokaa High School -0.02922 4.06961 -0.007
## org_name_2Honolulu Waldorf School 0.75065 4.45626 0.168
## org_name_2Iolani School -1.29998 4.02476 -0.323
## org_name_2Island Pacific Academy -0.05040 4.13293 -0.012
## org_name_2Kahuku High School 0.17934 4.03215 0.044
## org_name_2Kailua High School -0.40425 4.05405 -0.100
## org_name_2Kaimuki High School -0.73864 4.05280 -0.182
## org_name_2Kaiser High School -1.06658 4.03917 -0.264
## org_name_2Kalaheo High School -0.20535 4.03832 -0.051
## org_name_2Kalani High School -1.56301 4.03041 -0.388
## org_name_2Kapaa High School -0.14443 4.03345 -0.036
## org_name_2Kapolei High School -0.07280 4.04409 -0.018
## org_name_2Kau High School -0.31075 4.18631 -0.074
## org_name_2Kauai High School -0.47795 4.04011 -0.118
## org_name_2Keaau High School -0.92302 4.04196 -0.228
## org_name_2Kealakehe High School -1.18418 4.02839 -0.294
## org_name_2King Kekaulike High School -0.72300 4.04328 -0.179
## org_name_2Konawaena High School -0.90693 4.07279 -0.223
## org_name_2La Pietra -1.32669 4.09221 -0.324
## org_name_2Lahainaluna High School 0.11350 4.05001 0.028
## org_name_2Lanai High School -1.60058 4.18611 -0.382
## org_name_2Lanakila High School -0.78927 4.19900 -0.188
## org_name_2Le Jardin Academy -1.50211 4.07285 -0.369
## org_name_2Leilehua High School -0.34870 4.03020 -0.087
## org_name_2Lutheran School 1.13884 4.91114 0.232
## org_name_2Maui High School 0.00932 4.04668 0.002
## org_name_2McKinley High School -0.90703 4.04245 -0.224
## org_name_2Mid Pacific Institute -0.98506 4.02476 -0.245
## org_name_2Mililani High School -0.55027 4.02703 -0.137
## org_name_2Moanalua High School -0.82942 4.04177 -0.205
## org_name_2Molokai 0.16547 4.23355 0.039
## org_name_2Nanakuli High School -1.10886 4.07043 -0.272
## org_name_2Pacific Buddhist Academy -1.26987 4.36662 -0.291
## org_name_2Pahoa High School 1.21607 4.26848 0.285
## org_name_2Pearl City High School -0.81720 4.02831 -0.203
## org_name_2Radford High School -0.92617 4.05540 -0.228
## org_name_2Roosevelt High School -1.17267 4.04507 -0.290
## org_name_2Sacred Hearts Academy -0.62554 4.04759 -0.155
## org_name_2St Andrews Priory -0.21324 4.13003 -0.052
## org_name_2St Francis -1.16022 4.06766 -0.285
## org_name_2St Louis School -0.67711 4.06790 -0.166
## org_name_2University Lab School 0.37818 4.04832 0.093
## org_name_2Waiakea High School -0.76278 4.08174 -0.187
## org_name_2Waialua High School -1.28024 4.04981 -0.316
## org_name_2Waianae High School -2.52156 4.09511 -0.616
## org_name_2Waimea High School -0.80034 4.05080 -0.198
## org_name_2Waipahu High School -1.40619 4.12549 -0.341
## user_current_sport_2Baseball -9.68824 4.96624 -1.951
## user_current_sport_2Basketball -10.11111 4.96075 -2.038
## user_current_sport_2Boating Related -10.99687 5.17764 -2.124
## user_current_sport_2Bowling -12.23679 5.18725 -2.359
## user_current_sport_2Boxing -2.06655 8.52411 -0.242
## user_current_sport_2Cheerleading -10.32249 4.96792 -2.078
## user_current_sport_2Dance -16.07549 6.35176 -2.531
## user_current_sport_2Diving -10.12809 5.82881 -1.738
## user_current_sport_2Equestrian Sports -0.24171 8.73006 -0.028
## user_current_sport_2Field Hockey -11.34319 6.97610 -1.626
## user_current_sport_2Football -9.69925 4.96125 -1.955
## user_current_sport_2Football Freshman -8.53780 5.07747 -1.682
## user_current_sport_2Football Junior Varsity -8.41629 5.00763 -1.681
## user_current_sport_2Football Middle School -12.45497 5.29807 -2.351
## user_current_sport_2Football Varsity -9.21748 4.96338 -1.857
## user_current_sport_2Golf -9.39803 5.16438 -1.820
## user_current_sport_2Gymnastics -8.59996 6.37093 -1.350
## user_current_sport_2Martial Arts -9.34169 4.97543 -1.878
## user_current_sport_2Motocross -6.33084 8.53931 -0.741
## user_current_sport_2Paddling -8.99176 5.08425 -1.769
## user_current_sport_2Rifle -6.19032 5.45388 -1.135
## user_current_sport_2Rowing -10.92839 5.20210 -2.101
## user_current_sport_2Rugby -15.89615 8.60543 -1.847
## user_current_sport_2Sailing -11.82992 5.62057 -2.105
## user_current_sport_2Skateboarding -14.50599 8.51790 -1.703
## user_current_sport_2Skipped -10.15493 4.95988 -2.047
## user_current_sport_2Snowboarding boardercross -5.11168 8.53793 -0.599
## user_current_sport_2Soccer -10.02071 4.96072 -2.020
## user_current_sport_2Softball -9.85430 4.97198 -1.982
## user_current_sport_2Swimming -10.08006 5.02027 -2.008
## user_current_sport_2Tennis -10.37492 5.00199 -2.074
## user_current_sport_2Track & Field -9.89978 5.00306 -1.979
## user_current_sport_2Ultimate Frisbee -9.34888 8.52604 -1.097
## user_current_sport_2Volleyball -10.15451 4.95914 -2.048
## user_current_sport_2Water Polo -8.92729 4.97976 -1.793
## user_current_sport_2Wrestling -10.25259 4.96629 -2.064
## user_current_sport_2X-Country -8.88645 4.99908 -1.778
## Pr(>|t|)
## (Intercept) 0.000702 ***
## user_age_2 0.088600 .
## org_name_2Aiea High School 0.855352
## org_name_2Anuenue Schools 0.928545
## org_name_2Assets School 0.770102
## org_name_2Baldwin High School 0.764420
## org_name_2Campbell High School 0.822871
## org_name_2Castle High School 0.933266
## org_name_2Christian Academy 0.832591
## org_name_2Damien Memorial School 0.873949
## org_name_2Farrington High School 0.779747
## org_name_2Hana High School 0.745108
## org_name_2Hanalani School 0.904771
## org_name_2Hawaii Baptist Academy 0.891442
## org_name_2Hilo High School 0.897200
## org_name_2Honokaa High School 0.994271
## org_name_2Honolulu Waldorf School 0.866233
## org_name_2Iolani School 0.746705
## org_name_2Island Pacific Academy 0.990270
## org_name_2Kahuku High School 0.964525
## org_name_2Kailua High School 0.920572
## org_name_2Kaimuki High School 0.855386
## org_name_2Kaiser High School 0.791739
## org_name_2Kalaheo High School 0.959446
## org_name_2Kalani High School 0.698168
## org_name_2Kapaa High School 0.971436
## org_name_2Kapolei High School 0.985638
## org_name_2Kau High School 0.940830
## org_name_2Kauai High School 0.905832
## org_name_2Keaau High School 0.819371
## org_name_2Kealakehe High School 0.768795
## org_name_2King Kekaulike High School 0.858086
## org_name_2Konawaena High School 0.823788
## org_name_2La Pietra 0.745794
## org_name_2Lahainaluna High School 0.977642
## org_name_2Lanai High School 0.702206
## org_name_2Lanakila High School 0.850907
## org_name_2Le Jardin Academy 0.712278
## org_name_2Leilehua High School 0.931054
## org_name_2Lutheran School 0.816629
## org_name_2Maui High School 0.998162
## org_name_2McKinley High School 0.822468
## org_name_2Mid Pacific Institute 0.806654
## org_name_2Mililani High School 0.891316
## org_name_2Moanalua High School 0.837411
## org_name_2Molokai 0.968822
## org_name_2Nanakuli High School 0.785305
## org_name_2Pacific Buddhist Academy 0.771200
## org_name_2Pahoa High School 0.775731
## org_name_2Pearl City High School 0.839246
## org_name_2Radford High School 0.819355
## org_name_2Roosevelt High School 0.771898
## org_name_2Sacred Hearts Academy 0.877183
## org_name_2St Andrews Priory 0.958823
## org_name_2St Francis 0.775474
## org_name_2St Louis School 0.867805
## org_name_2University Lab School 0.925575
## org_name_2Waiakea High School 0.851762
## org_name_2Waialua High School 0.751916
## org_name_2Waianae High School 0.538073
## org_name_2Waimea High School 0.843381
## org_name_2Waipahu High School 0.733220
## user_current_sport_2Baseball 0.051106 .
## user_current_sport_2Basketball 0.041553 *
## user_current_sport_2Boating Related 0.033701 *
## user_current_sport_2Bowling 0.018342 *
## user_current_sport_2Boxing 0.808447
## user_current_sport_2Cheerleading 0.037750 *
## user_current_sport_2Dance 0.011393 *
## user_current_sport_2Diving 0.082313 .
## user_current_sport_2Equestrian Sports 0.977912
## user_current_sport_2Field Hockey 0.103979
## user_current_sport_2Football 0.050610 .
## user_current_sport_2Football Freshman 0.092695 .
## user_current_sport_2Football Junior Varsity 0.092853 .
## user_current_sport_2Football Middle School 0.018749 *
## user_current_sport_2Football Varsity 0.063326 .
## user_current_sport_2Golf 0.068822 .
## user_current_sport_2Gymnastics 0.177086
## user_current_sport_2Martial Arts 0.060469 .
## user_current_sport_2Motocross 0.458483
## user_current_sport_2Paddling 0.076998 .
## user_current_sport_2Rifle 0.256389
## user_current_sport_2Rowing 0.035686 *
## user_current_sport_2Rugby 0.064744 .
## user_current_sport_2Sailing 0.035337 *
## user_current_sport_2Skateboarding 0.088598 .
## user_current_sport_2Skipped 0.040643 *
## user_current_sport_2Snowboarding boardercross 0.549385
## user_current_sport_2Soccer 0.043408 *
## user_current_sport_2Softball 0.047510 *
## user_current_sport_2Swimming 0.044683 *
## user_current_sport_2Tennis 0.038090 *
## user_current_sport_2Track & Field 0.047871 *
## user_current_sport_2Ultimate Frisbee 0.272882
## user_current_sport_2Volleyball 0.040621 *
## user_current_sport_2Water Polo 0.073048 .
## user_current_sport_2Wrestling 0.039002 *
## user_current_sport_2X-Country 0.075496 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.921 on 10189 degrees of freedom
## (8107 observations deleted due to missingness)
## Multiple R-squared: 0.01147, Adjusted R-squared: 0.001967
## F-statistic: 1.207 on 98 and 10189 DF, p-value: 0.08111Visual Memory
Baseline 1 Model
##
## Call:
## lm(formula = user_memory_composite_score_visual_1 ~ user_age_1 +
## org_name_1 + user_current_sport_1, data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -44.204 -8.228 0.806 8.726 31.507
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 72.85208 12.22176 5.961
## user_age_1 0.04245 0.11587 0.366
## org_name_1Aiea High School -8.58376 8.59689 -0.998
## org_name_1Anuenue Schools -7.40509 8.64344 -0.857
## org_name_1Assets School -11.58373 8.80722 -1.315
## org_name_1Baldwin High School -7.72478 8.69214 -0.889
## org_name_1Campbell High School -9.30774 8.56113 -1.087
## org_name_1Castle High School -11.04940 8.55019 -1.292
## org_name_1Christian Academy -4.02497 8.73866 -0.461
## org_name_1Damien Memorial School -9.30572 8.55433 -1.088
## org_name_1Farrington High School -9.47191 8.54552 -1.108
## org_name_1Hana High School -7.10448 8.79251 -0.808
## org_name_1Hanalani School -9.47182 8.59368 -1.102
## org_name_1Hawaii Baptist Academy -6.47218 8.55764 -0.756
## org_name_1Hilo High School -8.68039 8.58319 -1.011
## org_name_1Honokaa High School -11.47632 8.60058 -1.334
## org_name_1Honolulu Waldorf School -9.54419 9.08959 -1.050
## org_name_1Iolani School -5.94877 8.54098 -0.696
## org_name_1Island Pacific Academy -8.39244 8.68230 -0.967
## org_name_1Kahuku High School -6.86041 8.55049 -0.802
## org_name_1Kailua High School -10.81396 8.57713 -1.261
## org_name_1Kaimuki High School -10.93469 8.58425 -1.274
## org_name_1Kaiser High School -6.65506 8.55511 -0.778
## org_name_1Kalaheo High School -7.34703 8.55539 -0.859
## org_name_1Kalani High School -6.85021 8.54616 -0.802
## org_name_1Kapaa High School -9.84433 8.55155 -1.151
## org_name_1Kapolei High School -8.48735 8.56314 -0.991
## org_name_1Kau High School -11.88121 8.75628 -1.357
## org_name_1Kauai High School -10.88629 8.55794 -1.272
## org_name_1Keaau High School -8.51283 8.55616 -0.995
## org_name_1Kealakehe High School -6.27512 8.54067 -0.735
## org_name_1King Kekaulike High School -8.73335 8.56278 -1.020
## org_name_1Kohala High School -8.74719 14.78949 -0.591
## org_name_1Konawaena High School -8.95951 8.60526 -1.041
## org_name_1La Pietra -11.81908 8.62560 -1.370
## org_name_1Lahainaluna High School -7.97167 8.57182 -0.930
## org_name_1Lanai High School -11.46823 8.80480 -1.302
## org_name_1Lanakila High School -6.17089 8.85091 -0.697
## org_name_1Le Jardin Academy -9.61351 8.60876 -1.117
## org_name_1Leilehua High School -8.84152 8.54653 -1.035
## org_name_1Lutheran School -10.67376 9.53226 -1.120
## org_name_1Maui High School -10.84462 8.56440 -1.266
## org_name_1McKinley High School -7.19683 8.55780 -0.841
## org_name_1Mid Pacific Institute -9.06658 8.54134 -1.061
## org_name_1Mililani High School -8.72854 8.54057 -1.022
## org_name_1Moanalua High School -6.97216 8.56346 -0.814
## org_name_1Molokai -11.26074 8.88591 -1.267
## org_name_1Nanakuli High School -11.29544 8.61080 -1.312
## org_name_1Pacific Buddhist Academy -7.12015 9.16022 -0.777
## org_name_1Pahoa High School -6.33178 8.77620 -0.721
## org_name_1Pearl City High School -8.41928 8.54403 -0.985
## org_name_1Radford High School -8.52574 8.57688 -0.994
## org_name_1Roosevelt High School -7.09145 8.56708 -0.828
## org_name_1Sacred Hearts Academy -7.98000 8.57142 -0.931
## org_name_1St Andrews Priory -11.27962 8.67745 -1.300
## org_name_1St Francis -8.64513 8.59606 -1.006
## org_name_1St Louis School -8.42285 8.59063 -0.980
## org_name_1University Lab School -10.70745 8.57467 -1.249
## org_name_1Waiakea High School -12.87169 8.62206 -1.493
## org_name_1Waialua High School -9.49058 8.57126 -1.107
## org_name_1Waianae High School -9.03929 8.62991 -1.047
## org_name_1Waimea High School -10.84561 8.56966 -1.266
## org_name_1Waipahu High School -8.15114 8.66238 -0.941
## user_current_sport_1Baseball 2.93446 8.63249 0.340
## user_current_sport_1Basketball 3.52527 8.62384 0.409
## user_current_sport_1Boating Related -0.87001 8.99325 -0.097
## user_current_sport_1Bobsled 4.06793 14.82747 0.274
## user_current_sport_1Bowling 11.16601 10.53848 1.060
## user_current_sport_1Boxing 2.61936 10.17609 0.257
## user_current_sport_1Cheerleading 3.04725 8.63824 0.353
## user_current_sport_1Dance 8.59756 9.38107 0.916
## user_current_sport_1Equestrian Sports 18.41121 11.13052 1.654
## user_current_sport_1Field Hockey 9.57769 14.82801 0.646
## user_current_sport_1Football 3.49788 8.62679 0.405
## user_current_sport_1Football Freshman 2.83050 8.63915 0.328
## user_current_sport_1Football Junior Varsity 3.82708 8.62996 0.443
## user_current_sport_1Football Middle School 2.81760 8.80591 0.320
## user_current_sport_1Football Varsity 2.34321 8.67232 0.270
## user_current_sport_1Golf -2.11400 9.04984 -0.234
## user_current_sport_1Gymnastics 0.86176 9.19589 0.094
## user_current_sport_1Martial Arts 4.64300 8.65058 0.537
## user_current_sport_1Motocross -5.98470 14.82684 -0.404
## user_current_sport_1Paddling 5.76753 8.97179 0.643
## user_current_sport_1Powerlifting 4.48408 14.84133 0.302
## user_current_sport_1Rifle 8.22853 11.11021 0.741
## user_current_sport_1Rowing 5.40168 8.93579 0.604
## user_current_sport_1Rugby -4.98443 10.55318 -0.472
## user_current_sport_1Sailing 1.38517 10.18168 0.136
## user_current_sport_1Skateboarding 5.18609 10.52200 0.493
## user_current_sport_1Skipped 4.17636 8.73764 0.478
## user_current_sport_1Snowboarding free ride 12.79354 12.14044 1.054
## user_current_sport_1Snowboarding halfpipe 17.23763 12.16937 1.416
## user_current_sport_1Soccer 4.14648 8.62495 0.481
## user_current_sport_1Softball 2.22035 8.63935 0.257
## user_current_sport_1Swimming 3.92976 8.69166 0.452
## user_current_sport_1Tennis 3.58255 8.68617 0.412
## user_current_sport_1Track & Field 5.44232 8.72200 0.624
## user_current_sport_1Ultimate Frisbee -16.74892 14.83335 -1.129
## user_current_sport_1Volleyball 3.60924 8.62063 0.419
## user_current_sport_1Water Polo 2.27226 8.66568 0.262
## user_current_sport_1Wrestling 3.00758 8.63671 0.348
## user_current_sport_1X-Country 6.10710 8.69698 0.702
## Pr(>|t|)
## (Intercept) 2.59e-09 ***
## user_age_1 0.7141
## org_name_1Aiea High School 0.3181
## org_name_1Anuenue Schools 0.3916
## org_name_1Assets School 0.1885
## org_name_1Baldwin High School 0.3742
## org_name_1Campbell High School 0.2770
## org_name_1Castle High School 0.1963
## org_name_1Christian Academy 0.6451
## org_name_1Damien Memorial School 0.2767
## org_name_1Farrington High School 0.2677
## org_name_1Hana High School 0.4191
## org_name_1Hanalani School 0.2704
## org_name_1Hawaii Baptist Academy 0.4495
## org_name_1Hilo High School 0.3119
## org_name_1Honokaa High School 0.1821
## org_name_1Honolulu Waldorf School 0.2937
## org_name_1Iolani School 0.4861
## org_name_1Island Pacific Academy 0.3338
## org_name_1Kahuku High School 0.4224
## org_name_1Kailua High School 0.2074
## org_name_1Kaimuki High School 0.2028
## org_name_1Kaiser High School 0.4366
## org_name_1Kalaheo High School 0.3905
## org_name_1Kalani High School 0.4228
## org_name_1Kapaa High School 0.2497
## org_name_1Kapolei High School 0.3216
## org_name_1Kau High School 0.1748
## org_name_1Kauai High School 0.2034
## org_name_1Keaau High School 0.3198
## org_name_1Kealakehe High School 0.4625
## org_name_1King Kekaulike High School 0.3078
## org_name_1Kohala High School 0.5542
## org_name_1Konawaena High School 0.2978
## org_name_1La Pietra 0.1706
## org_name_1Lahainaluna High School 0.3524
## org_name_1Lanai High School 0.1928
## org_name_1Lanakila High School 0.4857
## org_name_1Le Jardin Academy 0.2641
## org_name_1Leilehua High School 0.3009
## org_name_1Lutheran School 0.2628
## org_name_1Maui High School 0.2055
## org_name_1McKinley High School 0.4004
## org_name_1Mid Pacific Institute 0.2885
## org_name_1Mililani High School 0.3068
## org_name_1Moanalua High School 0.4156
## org_name_1Molokai 0.2051
## org_name_1Nanakuli High School 0.1896
## org_name_1Pacific Buddhist Academy 0.4370
## org_name_1Pahoa High School 0.4706
## org_name_1Pearl City High School 0.3245
## org_name_1Radford High School 0.3202
## org_name_1Roosevelt High School 0.4078
## org_name_1Sacred Hearts Academy 0.3519
## org_name_1St Andrews Priory 0.1937
## org_name_1St Francis 0.3146
## org_name_1St Louis School 0.3269
## org_name_1University Lab School 0.2118
## org_name_1Waiakea High School 0.1355
## org_name_1Waialua High School 0.2682
## org_name_1Waianae High School 0.2949
## org_name_1Waimea High School 0.2057
## org_name_1Waipahu High School 0.3467
## user_current_sport_1Baseball 0.7339
## user_current_sport_1Basketball 0.6827
## user_current_sport_1Boating Related 0.9229
## user_current_sport_1Bobsled 0.7838
## user_current_sport_1Bowling 0.2894
## user_current_sport_1Boxing 0.7969
## user_current_sport_1Cheerleading 0.7243
## user_current_sport_1Dance 0.3594
## user_current_sport_1Equestrian Sports 0.0981 .
## user_current_sport_1Field Hockey 0.5183
## user_current_sport_1Football 0.6851
## user_current_sport_1Football Freshman 0.7432
## user_current_sport_1Football Junior Varsity 0.6574
## user_current_sport_1Football Middle School 0.7490
## user_current_sport_1Football Varsity 0.7870
## user_current_sport_1Golf 0.8153
## user_current_sport_1Gymnastics 0.9253
## user_current_sport_1Martial Arts 0.5915
## user_current_sport_1Motocross 0.6865
## user_current_sport_1Paddling 0.5203
## user_current_sport_1Powerlifting 0.7626
## user_current_sport_1Rifle 0.4589
## user_current_sport_1Rowing 0.5455
## user_current_sport_1Rugby 0.6367
## user_current_sport_1Sailing 0.8918
## user_current_sport_1Skateboarding 0.6221
## user_current_sport_1Skipped 0.6327
## user_current_sport_1Snowboarding free ride 0.2920
## user_current_sport_1Snowboarding halfpipe 0.1567
## user_current_sport_1Soccer 0.6307
## user_current_sport_1Softball 0.7972
## user_current_sport_1Swimming 0.6512
## user_current_sport_1Tennis 0.6800
## user_current_sport_1Track & Field 0.5327
## user_current_sport_1Ultimate Frisbee 0.2589
## user_current_sport_1Volleyball 0.6755
## user_current_sport_1Water Polo 0.7932
## user_current_sport_1Wrestling 0.7277
## user_current_sport_1X-Country 0.4826
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 12.05 on 10827 degrees of freedom
## (7466 observations deleted due to missingness)
## Multiple R-squared: 0.02276, Adjusted R-squared: 0.01365
## F-statistic: 2.497 on 101 and 10827 DF, p-value: 1.08e-14Baseline 2 Model
##
## Call:
## lm(formula = user_memory_composite_score_visual_2 ~ user_age_2 +
## org_name_2 + user_current_sport_2, data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -41.037 -6.765 0.607 8.212 22.183
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 94.77206 10.80599 8.770
## user_age_2 -0.19720 0.09846 -2.003
## org_name_2Aiea High School -12.54082 7.58753 -1.653
## org_name_2Anuenue Schools -10.75943 7.62955 -1.410
## org_name_2Assets School -14.06142 7.76968 -1.810
## org_name_2Baldwin High School -10.88979 7.67211 -1.419
## org_name_2Campbell High School -12.22378 7.55650 -1.618
## org_name_2Castle High School -13.39184 7.54634 -1.775
## org_name_2Christian Academy -7.84875 7.69600 -1.020
## org_name_2Damien Memorial School -13.14078 7.54876 -1.741
## org_name_2Farrington High School -12.28900 7.54244 -1.629
## org_name_2Hana High School -12.46532 7.73946 -1.611
## org_name_2Hanalani School -11.86700 7.57844 -1.566
## org_name_2Hawaii Baptist Academy -10.23049 7.54922 -1.355
## org_name_2Hilo High School -11.18195 7.57628 -1.476
## org_name_2Honokaa High School -13.99708 7.59050 -1.844
## org_name_2Honolulu Waldorf School -13.33759 8.02499 -1.662
## org_name_2Iolani School -9.46670 7.53574 -1.256
## org_name_2Island Pacific Academy -11.83501 7.66294 -1.544
## org_name_2Kahuku High School -9.56156 7.54722 -1.267
## org_name_2Kailua High School -13.42790 7.57101 -1.774
## org_name_2Kaimuki High School -13.42290 7.57575 -1.772
## org_name_2Kaiser High School -10.66263 7.55163 -1.412
## org_name_2Kalaheo High School -10.80556 7.55128 -1.431
## org_name_2Kalani High School -9.67930 7.54273 -1.283
## org_name_2Kapaa High School -12.49394 7.54699 -1.655
## org_name_2Kapolei High School -11.46181 7.55784 -1.517
## org_name_2Kau High School -14.60850 7.71896 -1.893
## org_name_2Kauai High School -14.08741 7.55325 -1.865
## org_name_2Keaau High School -12.59698 7.55197 -1.668
## org_name_2Kealakehe High School -10.54639 7.53793 -1.399
## org_name_2King Kekaulike High School -12.52262 7.55796 -1.657
## org_name_2Kohala High School -14.47531 13.02605 -1.111
## org_name_2Konawaena High School -11.71150 7.59522 -1.542
## org_name_2La Pietra -12.91273 7.60540 -1.698
## org_name_2Lahainaluna High School -11.45924 7.56556 -1.515
## org_name_2Lanai High School -13.37246 7.76819 -1.721
## org_name_2Lanakila High School -11.35227 7.79979 -1.455
## org_name_2Le Jardin Academy -12.40348 7.59558 -1.633
## org_name_2Leilehua High School -11.73056 7.54303 -1.555
## org_name_2Lutheran School -13.80392 8.41717 -1.640
## org_name_2Maui High School -13.78582 7.55813 -1.824
## org_name_2McKinley High School -10.61918 7.55345 -1.406
## org_name_2Mid Pacific Institute -12.54542 7.53521 -1.665
## org_name_2Mililani High School -12.18567 7.53789 -1.617
## org_name_2Moanalua High School -10.56736 7.55774 -1.398
## org_name_2Molokai -14.38478 7.84804 -1.833
## org_name_2Nanakuli High School -13.29067 7.60085 -1.749
## org_name_2Pacific Buddhist Academy -15.24415 8.06335 -1.891
## org_name_2Pahoa High School -8.47887 7.74940 -1.094
## org_name_2Pearl City High School -12.22606 7.54039 -1.621
## org_name_2Radford High School -11.12963 7.56998 -1.470
## org_name_2Roosevelt High School -9.68582 7.56151 -1.281
## org_name_2Sacred Hearts Academy -12.80349 7.56274 -1.693
## org_name_2St Andrews Priory -13.59544 7.66111 -1.775
## org_name_2St Francis -11.62865 7.58324 -1.533
## org_name_2St Louis School -11.18779 7.58134 -1.476
## org_name_2University Lab School -14.04948 7.56330 -1.858
## org_name_2Waiakea High School -16.11574 7.61028 -2.118
## org_name_2Waialua High School -11.84957 7.56504 -1.566
## org_name_2Waianae High School -13.34284 7.61586 -1.752
## org_name_2Waimea High School -13.44140 7.56316 -1.777
## org_name_2Waipahu High School -10.25624 7.64703 -1.341
## user_current_sport_2Baseball 0.25808 7.61844 0.034
## user_current_sport_2Basketball -0.06601 7.61015 -0.009
## user_current_sport_2Boating Related -0.74660 8.00915 -0.093
## user_current_sport_2Bowling -0.34166 7.91996 -0.043
## user_current_sport_2Boxing 8.92354 10.70900 0.833
## user_current_sport_2Bull Riding 13.97850 13.15255 1.063
## user_current_sport_2Cheerleading -0.43043 7.62251 -0.056
## user_current_sport_2Dance 3.95239 10.65954 0.371
## user_current_sport_2Diving -13.24943 9.29504 -1.425
## user_current_sport_2Equestrian Sports 7.98501 10.79393 0.740
## user_current_sport_2Fencing 11.84977 13.08102 0.906
## user_current_sport_2Field Hockey -0.38496 10.71155 -0.036
## user_current_sport_2Football 0.46398 7.61134 0.061
## user_current_sport_2Football Freshman -0.92165 7.77738 -0.119
## user_current_sport_2Football Junior Varsity -0.84962 7.67482 -0.111
## user_current_sport_2Football Middle School -1.23281 8.09473 -0.152
## user_current_sport_2Football Varsity 0.58223 7.61400 0.076
## user_current_sport_2Golf 0.25268 7.94270 0.032
## user_current_sport_2Gymnastics -3.17040 9.78444 -0.324
## user_current_sport_2Ice Hockey 14.33690 13.08131 1.096
## user_current_sport_2Martial Arts 1.40627 7.63033 0.184
## user_current_sport_2Motorsports 2.46128 13.10800 0.188
## user_current_sport_2Paddling 2.66704 7.79325 0.342
## user_current_sport_2Rifle 6.12198 8.30866 0.737
## user_current_sport_2Rowing 2.29117 7.80950 0.293
## user_current_sport_2Rugby -6.49347 10.73032 -0.605
## user_current_sport_2Sailing 8.26702 8.50251 0.972
## user_current_sport_2Skateboarding -1.26170 10.70504 -0.118
## user_current_sport_2Skipped 0.16135 7.60939 0.021
## user_current_sport_2Soccer 1.04583 7.61078 0.137
## user_current_sport_2Softball -0.03539 7.62784 -0.005
## user_current_sport_2Swimming -0.15771 7.70606 -0.020
## user_current_sport_2Tennis 2.09706 7.66807 0.273
## user_current_sport_2Track & Field 0.61577 7.67709 0.080
## user_current_sport_2Ultimate Frisbee -6.21716 13.09144 -0.475
## user_current_sport_2Volleyball 0.51336 7.60696 0.067
## user_current_sport_2Water Polo -0.29304 7.63695 -0.038
## user_current_sport_2Wrestling -0.65425 7.61846 -0.086
## user_current_sport_2X-Country 1.62877 7.66273 0.213
## Pr(>|t|)
## (Intercept) <2e-16 ***
## user_age_2 0.0452 *
## org_name_2Aiea High School 0.0984 .
## org_name_2Anuenue Schools 0.1585
## org_name_2Assets School 0.0704 .
## org_name_2Baldwin High School 0.1558
## org_name_2Campbell High School 0.1058
## org_name_2Castle High School 0.0760 .
## org_name_2Christian Academy 0.3078
## org_name_2Damien Memorial School 0.0817 .
## org_name_2Farrington High School 0.1033
## org_name_2Hana High School 0.1073
## org_name_2Hanalani School 0.1174
## org_name_2Hawaii Baptist Academy 0.1754
## org_name_2Hilo High School 0.1400
## org_name_2Honokaa High School 0.0652 .
## org_name_2Honolulu Waldorf School 0.0965 .
## org_name_2Iolani School 0.2091
## org_name_2Island Pacific Academy 0.1225
## org_name_2Kahuku High School 0.2052
## org_name_2Kailua High School 0.0762 .
## org_name_2Kaimuki High School 0.0765 .
## org_name_2Kaiser High School 0.1580
## org_name_2Kalaheo High School 0.1525
## org_name_2Kalani High School 0.1994
## org_name_2Kapaa High School 0.0979 .
## org_name_2Kapolei High School 0.1294
## org_name_2Kau High School 0.0584 .
## org_name_2Kauai High School 0.0622 .
## org_name_2Keaau High School 0.0953 .
## org_name_2Kealakehe High School 0.1618
## org_name_2King Kekaulike High School 0.0976 .
## org_name_2Kohala High School 0.2665
## org_name_2Konawaena High School 0.1231
## org_name_2La Pietra 0.0896 .
## org_name_2Lahainaluna High School 0.1299
## org_name_2Lanai High School 0.0852 .
## org_name_2Lanakila High School 0.1456
## org_name_2Le Jardin Academy 0.1025
## org_name_2Leilehua High School 0.1199
## org_name_2Lutheran School 0.1010
## org_name_2Maui High School 0.0682 .
## org_name_2McKinley High School 0.1598
## org_name_2Mid Pacific Institute 0.0960 .
## org_name_2Mililani High School 0.1060
## org_name_2Moanalua High School 0.1621
## org_name_2Molokai 0.0668 .
## org_name_2Nanakuli High School 0.0804 .
## org_name_2Pacific Buddhist Academy 0.0587 .
## org_name_2Pahoa High School 0.2739
## org_name_2Pearl City High School 0.1050
## org_name_2Radford High School 0.1415
## org_name_2Roosevelt High School 0.2002
## org_name_2Sacred Hearts Academy 0.0905 .
## org_name_2St Andrews Priory 0.0760 .
## org_name_2St Francis 0.1252
## org_name_2St Louis School 0.1401
## org_name_2University Lab School 0.0633 .
## org_name_2Waiakea High School 0.0342 *
## org_name_2Waialua High School 0.1173
## org_name_2Waianae High School 0.0798 .
## org_name_2Waimea High School 0.0756 .
## org_name_2Waipahu High School 0.1799
## user_current_sport_2Baseball 0.9730
## user_current_sport_2Basketball 0.9931
## user_current_sport_2Boating Related 0.9257
## user_current_sport_2Bowling 0.9656
## user_current_sport_2Boxing 0.4047
## user_current_sport_2Bull Riding 0.2879
## user_current_sport_2Cheerleading 0.9550
## user_current_sport_2Dance 0.7108
## user_current_sport_2Diving 0.1541
## user_current_sport_2Equestrian Sports 0.4595
## user_current_sport_2Fencing 0.3650
## user_current_sport_2Field Hockey 0.9713
## user_current_sport_2Football 0.9514
## user_current_sport_2Football Freshman 0.9057
## user_current_sport_2Football Junior Varsity 0.9119
## user_current_sport_2Football Middle School 0.8790
## user_current_sport_2Football Varsity 0.9390
## user_current_sport_2Golf 0.9746
## user_current_sport_2Gymnastics 0.7459
## user_current_sport_2Ice Hockey 0.2731
## user_current_sport_2Martial Arts 0.8538
## user_current_sport_2Motorsports 0.8511
## user_current_sport_2Paddling 0.7322
## user_current_sport_2Rifle 0.4612
## user_current_sport_2Rowing 0.7692
## user_current_sport_2Rugby 0.5451
## user_current_sport_2Sailing 0.3309
## user_current_sport_2Skateboarding 0.9062
## user_current_sport_2Skipped 0.9831
## user_current_sport_2Soccer 0.8907
## user_current_sport_2Softball 0.9963
## user_current_sport_2Swimming 0.9837
## user_current_sport_2Tennis 0.7845
## user_current_sport_2Track & Field 0.9361
## user_current_sport_2Ultimate Frisbee 0.6349
## user_current_sport_2Volleyball 0.9462
## user_current_sport_2Water Polo 0.9694
## user_current_sport_2Wrestling 0.9316
## user_current_sport_2X-Country 0.8317
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 10.63 on 10875 degrees of freedom
## (7418 observations deleted due to missingness)
## Multiple R-squared: 0.02233, Adjusted R-squared: 0.01325
## F-statistic: 2.459 on 101 and 10875 DF, p-value: 3.378e-14Score Increase Model
##
## Call:
## lm(formula = memory_visual_diff ~ user_age_2 + org_name_2 + user_current_sport_2,
## data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -13.263 -6.683 -1.593 5.044 40.508
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 12.11980 8.72291 1.389
## user_age_2 -0.06419 0.07948 -0.808
## org_name_2Aiea High School -3.63252 6.12488 -0.593
## org_name_2Anuenue Schools -2.71057 6.15879 -0.440
## org_name_2Assets School -2.14299 6.27191 -0.342
## org_name_2Baldwin High School -3.21234 6.19315 -0.519
## org_name_2Campbell High School -2.86335 6.09983 -0.469
## org_name_2Castle High School -2.13759 6.09163 -0.351
## org_name_2Christian Academy -3.12157 6.21243 -0.502
## org_name_2Damien Memorial School -3.47915 6.09358 -0.571
## org_name_2Farrington High School -2.89754 6.08847 -0.476
## org_name_2Hana High School -5.41352 6.24752 -0.867
## org_name_2Hanalani School -1.36281 6.11754 -0.223
## org_name_2Hawaii Baptist Academy -3.50739 6.09395 -0.576
## org_name_2Hilo High School -2.56726 6.11580 -0.420
## org_name_2Honokaa High School -2.23207 6.12727 -0.364
## org_name_2Honolulu Waldorf School -3.45071 6.47801 -0.533
## org_name_2Iolani School -3.21205 6.08307 -0.528
## org_name_2Island Pacific Academy -2.84430 6.18575 -0.460
## org_name_2Kahuku High School -2.59535 6.09234 -0.426
## org_name_2Kailua High School -2.21250 6.11154 -0.362
## org_name_2Kaimuki High School -2.43155 6.11537 -0.398
## org_name_2Kaiser High School -3.79128 6.09589 -0.622
## org_name_2Kalaheo High School -3.37285 6.09561 -0.553
## org_name_2Kalani High School -2.88263 6.08871 -0.473
## org_name_2Kapaa High School -2.67432 6.09215 -0.439
## org_name_2Kapolei High School -3.09022 6.10091 -0.507
## org_name_2Kau High School -2.93720 6.23097 -0.471
## org_name_2Kauai High School -3.18411 6.09720 -0.522
## org_name_2Keaau High School -4.06182 6.09617 -0.666
## org_name_2Kealakehe High School -4.06813 6.08484 -0.669
## org_name_2King Kekaulike High School -3.71964 6.10101 -0.610
## org_name_2Kohala High School -4.61216 10.51501 -0.439
## org_name_2Konawaena High School -2.82683 6.13108 -0.461
## org_name_2La Pietra -1.18903 6.13930 -0.194
## org_name_2Lahainaluna High School -3.38087 6.10714 -0.554
## org_name_2Lanai High School -2.09453 6.27071 -0.334
## org_name_2Lanakila High School -4.57419 6.29622 -0.726
## org_name_2Le Jardin Academy -2.61594 6.13137 -0.427
## org_name_2Leilehua High School -2.86207 6.08895 -0.470
## org_name_2Lutheran School -2.99842 6.79458 -0.441
## org_name_2Maui High School -2.96611 6.10114 -0.486
## org_name_2McKinley High School -3.62191 6.09737 -0.594
## org_name_2Mid Pacific Institute -3.09788 6.08264 -0.509
## org_name_2Mililani High School -3.20937 6.08480 -0.527
## org_name_2Moanalua High School -3.46550 6.10082 -0.568
## org_name_2Molokai -2.99144 6.33516 -0.472
## org_name_2Nanakuli High School -1.82652 6.13563 -0.298
## org_name_2Pacific Buddhist Academy -5.89462 6.50897 -0.906
## org_name_2Pahoa High School -2.08881 6.25554 -0.334
## org_name_2Pearl City High School -3.52809 6.08682 -0.580
## org_name_2Radford High School -2.57074 6.11071 -0.421
## org_name_2Roosevelt High School -2.52200 6.10387 -0.413
## org_name_2Sacred Hearts Academy -4.26640 6.10486 -0.699
## org_name_2St Andrews Priory -1.89056 6.18427 -0.306
## org_name_2St Francis -2.80128 6.12141 -0.458
## org_name_2St Louis School -2.71352 6.11988 -0.443
## org_name_2University Lab School -2.61947 6.10532 -0.429
## org_name_2Waiakea High School -3.06393 6.14324 -0.499
## org_name_2Waialua High School -2.17131 6.10672 -0.356
## org_name_2Waianae High School -4.14764 6.14774 -0.675
## org_name_2Waimea High School -2.42791 6.10520 -0.398
## org_name_2Waipahu High School -2.13038 6.17291 -0.345
## user_current_sport_2Baseball 4.11812 6.14983 0.670
## user_current_sport_2Basketball 3.88936 6.14313 0.633
## user_current_sport_2Boating Related 4.11543 6.46522 0.637
## user_current_sport_2Bowling 3.95095 6.39322 0.618
## user_current_sport_2Boxing 6.17880 8.64461 0.715
## user_current_sport_2Bull Riding 14.79782 10.61712 1.394
## user_current_sport_2Cheerleading 4.07467 6.15311 0.662
## user_current_sport_2Dance 0.37821 8.60469 0.044
## user_current_sport_2Diving 0.07054 7.50322 0.009
## user_current_sport_2Equestrian Sports -2.75022 8.71317 -0.316
## user_current_sport_2Fencing 18.11931 10.55938 1.716
## user_current_sport_2Field Hockey 2.95607 8.64667 0.342
## user_current_sport_2Football 4.39104 6.14410 0.715
## user_current_sport_2Football Freshman 3.08742 6.27813 0.492
## user_current_sport_2Football Junior Varsity 3.38168 6.19534 0.546
## user_current_sport_2Football Middle School 1.32407 6.53430 0.203
## user_current_sport_2Football Varsity 4.25125 6.14624 0.692
## user_current_sport_2Golf 5.34989 6.41158 0.834
## user_current_sport_2Gymnastics -1.82629 7.89828 -0.231
## user_current_sport_2Ice Hockey -5.18744 10.55961 -0.491
## user_current_sport_2Martial Arts 4.36002 6.15942 0.708
## user_current_sport_2Motorsports 14.01330 10.58116 1.324
## user_current_sport_2Paddling 2.36466 6.29094 0.376
## user_current_sport_2Rifle 6.29516 6.70699 0.939
## user_current_sport_2Rowing 4.16824 6.30405 0.661
## user_current_sport_2Rugby -2.99621 8.66182 -0.346
## user_current_sport_2Sailing 6.22416 6.86347 0.907
## user_current_sport_2Skateboarding 0.78047 8.64142 0.090
## user_current_sport_2Skipped 3.60948 6.14252 0.588
## user_current_sport_2Soccer 3.57977 6.14364 0.583
## user_current_sport_2Softball 4.91459 6.15741 0.798
## user_current_sport_2Swimming 3.84769 6.22055 0.619
## user_current_sport_2Tennis 3.29621 6.18989 0.533
## user_current_sport_2Track & Field 2.32939 6.19717 0.376
## user_current_sport_2Ultimate Frisbee 8.90489 10.56779 0.843
## user_current_sport_2Volleyball 4.16671 6.14056 0.679
## user_current_sport_2Water Polo 4.50124 6.16476 0.730
## user_current_sport_2Wrestling 3.96770 6.14984 0.645
## user_current_sport_2X-Country 3.25756 6.18557 0.527
## Pr(>|t|)
## (Intercept) 0.1647
## user_age_2 0.4193
## org_name_2Aiea High School 0.5531
## org_name_2Anuenue Schools 0.6599
## org_name_2Assets School 0.7326
## org_name_2Baldwin High School 0.6040
## org_name_2Campbell High School 0.6388
## org_name_2Castle High School 0.7257
## org_name_2Christian Academy 0.6153
## org_name_2Damien Memorial School 0.5680
## org_name_2Farrington High School 0.6342
## org_name_2Hana High School 0.3862
## org_name_2Hanalani School 0.8237
## org_name_2Hawaii Baptist Academy 0.5649
## org_name_2Hilo High School 0.6747
## org_name_2Honokaa High School 0.7157
## org_name_2Honolulu Waldorf School 0.5943
## org_name_2Iolani School 0.5975
## org_name_2Island Pacific Academy 0.6457
## org_name_2Kahuku High School 0.6701
## org_name_2Kailua High School 0.7173
## org_name_2Kaimuki High School 0.6909
## org_name_2Kaiser High School 0.5340
## org_name_2Kalaheo High School 0.5801
## org_name_2Kalani High School 0.6359
## org_name_2Kapaa High School 0.6607
## org_name_2Kapolei High School 0.6125
## org_name_2Kau High School 0.6374
## org_name_2Kauai High School 0.6015
## org_name_2Keaau High School 0.5052
## org_name_2Kealakehe High School 0.5038
## org_name_2King Kekaulike High School 0.5421
## org_name_2Kohala High School 0.6609
## org_name_2Konawaena High School 0.6448
## org_name_2La Pietra 0.8464
## org_name_2Lahainaluna High School 0.5799
## org_name_2Lanai High School 0.7384
## org_name_2Lanakila High School 0.4675
## org_name_2Le Jardin Academy 0.6696
## org_name_2Leilehua High School 0.6383
## org_name_2Lutheran School 0.6590
## org_name_2Maui High School 0.6269
## org_name_2McKinley High School 0.5525
## org_name_2Mid Pacific Institute 0.6106
## org_name_2Mililani High School 0.5979
## org_name_2Moanalua High School 0.5700
## org_name_2Molokai 0.6368
## org_name_2Nanakuli High School 0.7659
## org_name_2Pacific Buddhist Academy 0.3652
## org_name_2Pahoa High School 0.7385
## org_name_2Pearl City High School 0.5622
## org_name_2Radford High School 0.6740
## org_name_2Roosevelt High School 0.6795
## org_name_2Sacred Hearts Academy 0.4847
## org_name_2St Andrews Priory 0.7598
## org_name_2St Francis 0.6472
## org_name_2St Louis School 0.6575
## org_name_2University Lab School 0.6679
## org_name_2Waiakea High School 0.6180
## org_name_2Waialua High School 0.7222
## org_name_2Waianae High School 0.4999
## org_name_2Waimea High School 0.6909
## org_name_2Waipahu High School 0.7300
## user_current_sport_2Baseball 0.5031
## user_current_sport_2Basketball 0.5267
## user_current_sport_2Boating Related 0.5244
## user_current_sport_2Bowling 0.5366
## user_current_sport_2Boxing 0.4748
## user_current_sport_2Bull Riding 0.1634
## user_current_sport_2Cheerleading 0.5078
## user_current_sport_2Dance 0.9649
## user_current_sport_2Diving 0.9925
## user_current_sport_2Equestrian Sports 0.7523
## user_current_sport_2Fencing 0.0862 .
## user_current_sport_2Field Hockey 0.7325
## user_current_sport_2Football 0.4748
## user_current_sport_2Football Freshman 0.6229
## user_current_sport_2Football Junior Varsity 0.5852
## user_current_sport_2Football Middle School 0.8394
## user_current_sport_2Football Varsity 0.4892
## user_current_sport_2Golf 0.4041
## user_current_sport_2Gymnastics 0.8171
## user_current_sport_2Ice Hockey 0.6233
## user_current_sport_2Martial Arts 0.4790
## user_current_sport_2Motorsports 0.1854
## user_current_sport_2Paddling 0.7070
## user_current_sport_2Rifle 0.3480
## user_current_sport_2Rowing 0.5085
## user_current_sport_2Rugby 0.7294
## user_current_sport_2Sailing 0.3645
## user_current_sport_2Skateboarding 0.9280
## user_current_sport_2Skipped 0.5568
## user_current_sport_2Soccer 0.5601
## user_current_sport_2Softball 0.4248
## user_current_sport_2Swimming 0.5362
## user_current_sport_2Tennis 0.5944
## user_current_sport_2Track & Field 0.7070
## user_current_sport_2Ultimate Frisbee 0.3994
## user_current_sport_2Volleyball 0.4974
## user_current_sport_2Water Polo 0.4653
## user_current_sport_2Wrestling 0.5188
## user_current_sport_2X-Country 0.5985
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.584 on 10875 degrees of freedom
## (7418 observations deleted due to missingness)
## Multiple R-squared: 0.008937, Adjusted R-squared: -0.0002673
## F-statistic: 0.971 on 101 and 10875 DF, p-value: 0.564Visual Motor
Baseline 1 Model
##
## Call:
## lm(formula = user_visual_motor_composite_score_1 ~ user_age_1 +
## org_name_1 + user_current_sport_1, data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -38.427 -3.861 -0.049 4.032 20.896
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 18.49049 3.63877 5.082
## user_age_1 0.80814 0.05226 15.464
## org_name_1Aiea High School 2.97364 3.58899 0.829
## org_name_1Anuenue Schools 3.31263 3.62657 0.913
## org_name_1Assets School -1.55028 3.69025 -0.420
## org_name_1Baldwin High School 5.54966 3.62892 1.529
## org_name_1Campbell High School 3.36319 3.57405 0.941
## org_name_1Castle High School 4.40066 3.56845 1.233
## org_name_1Christian Academy 3.81461 3.65714 1.043
## org_name_1Damien Memorial School 4.57257 3.56957 1.281
## org_name_1Farrington High School 3.31937 3.56655 0.931
## org_name_1Hana High School 2.24155 3.68248 0.609
## org_name_1Hanalani School 5.65388 3.58782 1.576
## org_name_1Hawaii Baptist Academy 5.96939 3.57191 1.671
## org_name_1Hilo High School 4.94882 3.58164 1.382
## org_name_1Honokaa High School 2.73121 3.59183 0.760
## org_name_1Honolulu Waldorf School 0.49420 3.84335 0.129
## org_name_1Iolani School 6.64268 3.56389 1.864
## org_name_1Island Pacific Academy 4.41610 3.63560 1.215
## org_name_1Kahuku High School 5.23376 3.56827 1.467
## org_name_1Kailua High School 5.01469 3.57837 1.401
## org_name_1Kaimuki High School 3.03865 3.58293 0.848
## org_name_1Kaiser High School 5.97531 3.57072 1.673
## org_name_1Kalaheo High School 5.03698 3.57130 1.410
## org_name_1Kalani High School 7.22711 3.56545 2.027
## org_name_1Kapaa High School 3.43226 3.56764 0.962
## org_name_1Kapolei High School 4.83746 3.57604 1.353
## org_name_1Kau High School 0.68246 3.70857 0.184
## org_name_1Kauai High School 3.84401 3.57120 1.076
## org_name_1Keaau High School 2.84524 3.57119 0.797
## org_name_1Kealakehe High School 5.19122 3.56362 1.457
## org_name_1King Kekaulike High School 4.27858 3.57374 1.197
## org_name_1Kohala High School 1.30306 4.70559 0.277
## org_name_1Konawaena High School 4.58572 3.59787 1.275
## org_name_1La Pietra 1.81092 3.60554 0.502
## org_name_1Lahainaluna High School 3.98727 3.57796 1.114
## org_name_1Lanai High School 3.89932 3.69188 1.056
## org_name_1Lanakila High School 1.63003 3.69919 0.441
## org_name_1Le Jardin Academy 4.05598 3.59509 1.128
## org_name_1Leilehua High School 5.24977 3.56553 1.472
## org_name_1Lutheran School 5.58691 4.01187 1.393
## org_name_1Maui High School 4.38374 3.57517 1.226
## org_name_1McKinley High School 5.79034 3.57067 1.622
## org_name_1Mid Pacific Institute 2.89516 3.56393 0.812
## org_name_1Mililani High School 4.98637 3.56299 1.399
## org_name_1Moanalua High School 6.53996 3.57342 1.830
## org_name_1Molokai 3.78989 3.71730 1.020
## org_name_1Nanakuli High School 1.58154 3.59630 0.440
## org_name_1Pacific Buddhist Academy 6.01706 3.88777 1.548
## org_name_1Pahoa High School 2.16927 3.69304 0.587
## org_name_1Pearl City High School 3.43766 3.56386 0.965
## org_name_1Radford High School 5.18431 3.58085 1.448
## org_name_1Roosevelt High School 4.21007 3.57788 1.177
## org_name_1Sacred Hearts Academy 4.57797 3.57788 1.280
## org_name_1St Andrews Priory 5.14779 3.63149 1.418
## org_name_1St Francis 4.75632 3.59073 1.325
## org_name_1St Louis School 5.18887 3.58820 1.446
## org_name_1University Lab School 3.22501 3.57778 0.901
## org_name_1Waiakea High School 4.12472 3.60068 1.146
## org_name_1Waialua High School 3.46513 3.57568 0.969
## org_name_1Waianae High School 3.57097 3.60524 0.990
## org_name_1Waimea High School 3.01281 3.57680 0.842
## org_name_1Waipahu High School 4.68830 3.62670 1.293
## user_current_sport_1Basketball 0.78428 0.25604 3.063
## user_current_sport_1Boating Related -0.25197 1.24567 -0.202
## user_current_sport_1Bobsled -21.01569 6.16249 -3.410
## user_current_sport_1Bowling 7.31233 2.77093 2.639
## user_current_sport_1Boxing 1.77123 2.07115 0.855
## user_current_sport_1Bull Riding -10.51411 6.19870 -1.696
## user_current_sport_1Cheerleading 0.20781 0.33309 0.624
## user_current_sport_1Dance 1.57933 1.87790 0.841
## user_current_sport_1Equestrian Sports -4.36148 6.15897 -0.708
## user_current_sport_1Fencing 7.74666 6.15865 1.258
## user_current_sport_1Football -2.11483 0.26167 -8.082
## user_current_sport_1Football Freshman -2.55315 0.33201 -7.690
## user_current_sport_1Football Junior Varsity -1.39518 0.28155 -4.955
## user_current_sport_1Football Middle School -1.73181 0.83415 -2.076
## user_current_sport_1Football Varsity -1.12300 0.50410 -2.228
## user_current_sport_1Golf 0.59487 1.26153 0.472
## user_current_sport_1Gymnastics -2.09097 1.47430 -1.418
## user_current_sport_1Ice Hockey -0.23250 4.42845 -0.053
## user_current_sport_1Lacrosse -7.22519 6.15877 -1.173
## user_current_sport_1Martial Arts 0.83349 0.40544 2.056
## user_current_sport_1Motocross -9.08397 6.16059 -1.475
## user_current_sport_1Paddling -0.09895 1.28341 -0.077
## user_current_sport_1Powerlifting -6.62099 6.16833 -1.073
## user_current_sport_1Rifle -1.59034 3.57964 -0.444
## user_current_sport_1Rowing 1.33249 1.19178 1.118
## user_current_sport_1Rugby -5.73401 3.10581 -1.846
## user_current_sport_1Sailing -0.42604 2.53278 -0.168
## user_current_sport_1Skateboarding -8.57753 3.08790 -2.778
## user_current_sport_1Skipped -0.80458 0.68020 -1.183
## user_current_sport_1Snowboarding free ride -9.93867 4.36712 -2.276
## user_current_sport_1Snowboarding halfpipe 1.46130 4.38067 0.334
## user_current_sport_1Soccer 0.84639 0.25065 3.377
## user_current_sport_1Softball 0.61364 0.33589 1.827
## user_current_sport_1Swimming -0.08483 0.62920 -0.135
## user_current_sport_1Tennis 1.76167 0.57192 3.080
## user_current_sport_1Track & Field 0.79896 0.67432 1.185
## user_current_sport_1Volleyball 1.26652 0.25617 4.944
## user_current_sport_1Water Polo -0.14664 0.46592 -0.315
## user_current_sport_1Wrestling -0.88988 0.32198 -2.764
## user_current_sport_1X-Country 1.24943 0.58005 2.154
## Pr(>|t|)
## (Intercept) 3.79e-07 ***
## user_age_1 < 2e-16 ***
## org_name_1Aiea High School 0.407376
## org_name_1Anuenue Schools 0.361030
## org_name_1Assets School 0.674418
## org_name_1Baldwin High School 0.126216
## org_name_1Campbell High School 0.346721
## org_name_1Castle High School 0.217517
## org_name_1Christian Academy 0.296939
## org_name_1Damien Memorial School 0.200220
## org_name_1Farrington High School 0.352027
## org_name_1Hana High School 0.542729
## org_name_1Hanalani School 0.115082
## org_name_1Hawaii Baptist Academy 0.094704 .
## org_name_1Hilo High School 0.167079
## org_name_1Honokaa High School 0.447030
## org_name_1Honolulu Waldorf School 0.897688
## org_name_1Iolani School 0.062359 .
## org_name_1Island Pacific Academy 0.224508
## org_name_1Kahuku High School 0.142466
## org_name_1Kailua High School 0.161119
## org_name_1Kaimuki High School 0.396402
## org_name_1Kaiser High School 0.094267 .
## org_name_1Kalaheo High School 0.158442
## org_name_1Kalani High School 0.042683 *
## org_name_1Kapaa High School 0.336039
## org_name_1Kapolei High School 0.176160
## org_name_1Kau High School 0.853999
## org_name_1Kauai High School 0.281771
## org_name_1Keaau High School 0.425626
## org_name_1Kealakehe High School 0.145215
## org_name_1King Kekaulike High School 0.231238
## org_name_1Kohala High School 0.781847
## org_name_1Konawaena High School 0.202484
## org_name_1La Pietra 0.615492
## org_name_1Lahainaluna High School 0.265128
## org_name_1Lanai High School 0.290901
## org_name_1Lanakila High School 0.659477
## org_name_1Le Jardin Academy 0.259254
## org_name_1Leilehua High School 0.140945
## org_name_1Lutheran School 0.163764
## org_name_1Maui High School 0.220158
## org_name_1McKinley High School 0.104903
## org_name_1Mid Pacific Institute 0.416605
## org_name_1Mililani High School 0.161688
## org_name_1Moanalua High School 0.067246 .
## org_name_1Molokai 0.307971
## org_name_1Nanakuli High School 0.660111
## org_name_1Pacific Buddhist Academy 0.121720
## org_name_1Pahoa High School 0.556948
## org_name_1Pearl City High School 0.334768
## org_name_1Radford High School 0.147699
## org_name_1Roosevelt High School 0.239337
## org_name_1Sacred Hearts Academy 0.200735
## org_name_1St Andrews Priory 0.156347
## org_name_1St Francis 0.185322
## org_name_1St Louis School 0.148173
## org_name_1University Lab School 0.367391
## org_name_1Waiakea High School 0.252006
## org_name_1Waialua High School 0.332521
## org_name_1Waianae High School 0.321950
## org_name_1Waimea High School 0.399622
## org_name_1Waipahu High School 0.196130
## user_current_sport_1Basketball 0.002194 **
## user_current_sport_1Boating Related 0.839702
## user_current_sport_1Bobsled 0.000651 ***
## user_current_sport_1Bowling 0.008326 **
## user_current_sport_1Boxing 0.392459
## user_current_sport_1Bull Riding 0.089874 .
## user_current_sport_1Cheerleading 0.532704
## user_current_sport_1Dance 0.400358
## user_current_sport_1Equestrian Sports 0.478864
## user_current_sport_1Fencing 0.208467
## user_current_sport_1Football 6.89e-16 ***
## user_current_sport_1Football Freshman 1.57e-14 ***
## user_current_sport_1Football Junior Varsity 7.31e-07 ***
## user_current_sport_1Football Middle School 0.037901 *
## user_current_sport_1Football Varsity 0.025916 *
## user_current_sport_1Golf 0.637261
## user_current_sport_1Gymnastics 0.156131
## user_current_sport_1Ice Hockey 0.958129
## user_current_sport_1Lacrosse 0.240753
## user_current_sport_1Martial Arts 0.039826 *
## user_current_sport_1Motocross 0.140361
## user_current_sport_1Paddling 0.938543
## user_current_sport_1Powerlifting 0.283117
## user_current_sport_1Rifle 0.656852
## user_current_sport_1Rowing 0.263557
## user_current_sport_1Rugby 0.064881 .
## user_current_sport_1Sailing 0.866422
## user_current_sport_1Skateboarding 0.005480 **
## user_current_sport_1Skipped 0.236882
## user_current_sport_1Snowboarding free ride 0.022873 *
## user_current_sport_1Snowboarding halfpipe 0.738701
## user_current_sport_1Soccer 0.000735 ***
## user_current_sport_1Softball 0.067737 .
## user_current_sport_1Swimming 0.892756
## user_current_sport_1Tennis 0.002072 **
## user_current_sport_1Track & Field 0.236101
## user_current_sport_1Volleyball 7.74e-07 ***
## user_current_sport_1Water Polo 0.752976
## user_current_sport_1Wrestling 0.005722 **
## user_current_sport_1X-Country 0.031259 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.152 on 13970 degrees of freedom
## (4322 observations deleted due to missingness)
## Multiple R-squared: 0.1004, Adjusted R-squared: 0.09383
## F-statistic: 15.29 on 102 and 13970 DF, p-value: < 2.2e-16Baseline 2 Model
##
## Call:
## lm(formula = user_visual_motor_composite_score_2 ~ user_age_2 +
## org_name_2 + user_current_sport_2, data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -27.5855 -4.2314 -0.0784 4.3871 16.3149
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 28.5448 5.5644 5.130
## user_age_2 0.4855 0.0491 9.889
## org_name_2Aiea High School 3.2832 3.5204 0.933
## org_name_2Anuenue Schools 3.9427 3.5576 1.108
## org_name_2Assets School -0.6618 3.6180 -0.183
## org_name_2Baldwin High School 6.3959 3.5596 1.797
## org_name_2Campbell High School 3.8321 3.5065 1.093
## org_name_2Castle High School 5.1997 3.5000 1.486
## org_name_2Christian Academy 4.7562 3.5797 1.329
## org_name_2Damien Memorial School 5.3884 3.4995 1.540
## org_name_2Farrington High School 3.8759 3.4979 1.108
## org_name_2Hana High School 2.6677 3.6029 0.740
## org_name_2Hanalani School 6.2512 3.5170 1.777
## org_name_2Hawaii Baptist Academy 6.7193 3.5009 1.919
## org_name_2Hilo High School 5.3181 3.5127 1.514
## org_name_2Honokaa High School 3.3509 3.5215 0.952
## org_name_2Honolulu Waldorf School 2.1570 3.7672 0.573
## org_name_2Iolani School 8.0174 3.4930 2.295
## org_name_2Island Pacific Academy 6.5709 3.5652 1.843
## org_name_2Kahuku High School 5.7223 3.5002 1.635
## org_name_2Kailua High School 5.7131 3.5104 1.627
## org_name_2Kaimuki High School 3.8782 3.5139 1.104
## org_name_2Kaiser High School 6.7736 3.5027 1.934
## org_name_2Kalaheo High School 5.3409 3.5029 1.525
## org_name_2Kalani High School 7.9107 3.4970 2.262
## org_name_2Kapaa High School 4.3990 3.4991 1.257
## org_name_2Kapolei High School 5.1710 3.5072 1.474
## org_name_2Kau High School 0.9873 3.6283 0.272
## org_name_2Kauai High School 4.6291 3.5025 1.322
## org_name_2Keaau High School 3.5172 3.5034 1.004
## org_name_2Kealakehe High School 5.6002 3.4957 1.602
## org_name_2King Kekaulike High School 4.9921 3.5055 1.424
## org_name_2Kohala High School 2.2351 4.6063 0.485
## org_name_2Konawaena High School 4.6499 3.5283 1.318
## org_name_2La Pietra 2.6600 3.5337 0.753
## org_name_2Lahainaluna High School 4.3132 3.5096 1.229
## org_name_2Lanai High School 5.0824 3.6210 1.404
## org_name_2Lanakila High School 2.5665 3.6194 0.709
## org_name_2Le Jardin Academy 4.9948 3.5248 1.417
## org_name_2Leilehua High School 5.5593 3.4973 1.590
## org_name_2Lutheran School 5.2775 3.9361 1.341
## org_name_2Maui High School 4.8875 3.5066 1.394
## org_name_2McKinley High School 6.0987 3.5025 1.741
## org_name_2Mid Pacific Institute 3.9747 3.4934 1.138
## org_name_2Mililani High School 5.3938 3.4950 1.543
## org_name_2Moanalua High School 7.2797 3.5048 2.077
## org_name_2Molokai 4.3134 3.6480 1.182
## org_name_2Nanakuli High School 2.1071 3.5273 0.597
## org_name_2Pacific Buddhist Academy 6.5750 3.7542 1.751
## org_name_2Pahoa High School 2.9617 3.6223 0.818
## org_name_2Pearl City High School 4.0732 3.4955 1.165
## org_name_2Radford High School 6.3220 3.5120 1.800
## org_name_2Roosevelt High School 6.2810 3.5093 1.790
## org_name_2Sacred Hearts Academy 4.9276 3.5081 1.405
## org_name_2St Andrews Priory 5.5621 3.5571 1.564
## org_name_2St Francis 5.1025 3.5199 1.450
## org_name_2St Louis School 5.5427 3.5198 1.575
## org_name_2University Lab School 4.2131 3.5061 1.202
## org_name_2Waiakea High School 5.0700 3.5316 1.436
## org_name_2Waialua High School 3.9430 3.5075 1.124
## org_name_2Waianae High School 3.6043 3.5355 1.019
## org_name_2Waimea High School 3.4318 3.5081 0.978
## org_name_2Waipahu High School 4.9526 3.5572 1.392
## user_current_sport_2Baseball -2.0093 4.2776 -0.470
## user_current_sport_2Basketball -1.1850 4.2740 -0.277
## user_current_sport_2Boating Related -0.1942 4.4319 -0.044
## user_current_sport_2Bowling 0.5979 4.4161 0.135
## user_current_sport_2Boxing -2.5794 6.0273 -0.428
## user_current_sport_2Bull Riding -4.2033 6.0449 -0.695
## user_current_sport_2Cheerleading -1.6578 4.2794 -0.387
## user_current_sport_2Dance -0.1989 5.2158 -0.038
## user_current_sport_2Diving -4.0957 5.2222 -0.784
## user_current_sport_2Fencing 7.7694 7.3853 1.052
## user_current_sport_2Field Hockey -12.6677 7.4026 -1.711
## user_current_sport_2Football -3.8295 4.2746 -0.896
## user_current_sport_2Football Freshman -4.2588 4.3475 -0.980
## user_current_sport_2Football Junior Varsity -4.6993 4.3052 -1.092
## user_current_sport_2Football Middle School -4.7022 4.5025 -1.044
## user_current_sport_2Football Varsity -3.2171 4.2760 -0.752
## user_current_sport_2Golf -0.7661 4.3987 -0.174
## user_current_sport_2Gymnastics 0.7828 5.0474 0.155
## user_current_sport_2Ice Hockey 2.4758 6.0706 0.408
## user_current_sport_2Martial Arts -1.6116 4.2840 -0.376
## user_current_sport_2Motorsports 0.6277 7.3813 0.085
## user_current_sport_2Paddling -2.0443 4.3431 -0.471
## user_current_sport_2Rifle 2.6053 4.5653 0.571
## user_current_sport_2Rowing -1.4148 4.3850 -0.323
## user_current_sport_2Rugby 0.6701 6.0518 0.111
## user_current_sport_2Sailing -3.1476 4.9320 -0.638
## user_current_sport_2Skateboarding -4.4886 6.0342 -0.744
## user_current_sport_2Skipped -2.3615 4.2736 -0.553
## user_current_sport_2Snowboarding boardercross -5.0803 7.3975 -0.687
## user_current_sport_2Soccer -0.9370 4.2743 -0.219
## user_current_sport_2Softball -0.9746 4.2820 -0.228
## user_current_sport_2Swimming -2.4192 4.3159 -0.561
## user_current_sport_2Tennis -0.3723 4.3025 -0.087
## user_current_sport_2Track & Field -1.4092 4.3029 -0.327
## user_current_sport_2Ultimate Frisbee -9.5949 7.3891 -1.299
## user_current_sport_2Volleyball -0.5950 4.2738 -0.139
## user_current_sport_2Water Polo -2.7325 4.2868 -0.637
## user_current_sport_2Wrestling -2.6666 4.2780 -0.623
## user_current_sport_2X-Country -1.6613 4.2984 -0.386
## Pr(>|t|)
## (Intercept) 2.94e-07 ***
## user_age_2 < 2e-16 ***
## org_name_2Aiea High School 0.3510
## org_name_2Anuenue Schools 0.2678
## org_name_2Assets School 0.8549
## org_name_2Baldwin High School 0.0724 .
## org_name_2Campbell High School 0.2745
## org_name_2Castle High School 0.1374
## org_name_2Christian Academy 0.1840
## org_name_2Damien Memorial School 0.1236
## org_name_2Farrington High School 0.2678
## org_name_2Hana High School 0.4590
## org_name_2Hanalani School 0.0755 .
## org_name_2Hawaii Baptist Academy 0.0550 .
## org_name_2Hilo High School 0.1301
## org_name_2Honokaa High School 0.3413
## org_name_2Honolulu Waldorf School 0.5669
## org_name_2Iolani School 0.0217 *
## org_name_2Island Pacific Academy 0.0653 .
## org_name_2Kahuku High School 0.1021
## org_name_2Kailua High School 0.1037
## org_name_2Kaimuki High School 0.2698
## org_name_2Kaiser High School 0.0532 .
## org_name_2Kalaheo High School 0.1274
## org_name_2Kalani High School 0.0237 *
## org_name_2Kapaa High School 0.2087
## org_name_2Kapolei High School 0.1404
## org_name_2Kau High School 0.7855
## org_name_2Kauai High School 0.1863
## org_name_2Keaau High School 0.3154
## org_name_2Kealakehe High School 0.1092
## org_name_2King Kekaulike High School 0.1545
## org_name_2Kohala High School 0.6275
## org_name_2Konawaena High School 0.1876
## org_name_2La Pietra 0.4516
## org_name_2Lahainaluna High School 0.2191
## org_name_2Lanai High School 0.1605
## org_name_2Lanakila High School 0.4783
## org_name_2Le Jardin Academy 0.1565
## org_name_2Leilehua High School 0.1120
## org_name_2Lutheran School 0.1800
## org_name_2Maui High School 0.1634
## org_name_2McKinley High School 0.0817 .
## org_name_2Mid Pacific Institute 0.2552
## org_name_2Mililani High School 0.1228
## org_name_2Moanalua High School 0.0378 *
## org_name_2Molokai 0.2371
## org_name_2Nanakuli High School 0.5503
## org_name_2Pacific Buddhist Academy 0.0799 .
## org_name_2Pahoa High School 0.4136
## org_name_2Pearl City High School 0.2439
## org_name_2Radford High School 0.0719 .
## org_name_2Roosevelt High School 0.0735 .
## org_name_2Sacred Hearts Academy 0.1602
## org_name_2St Andrews Priory 0.1179
## org_name_2St Francis 0.1472
## org_name_2St Louis School 0.1153
## org_name_2University Lab School 0.2295
## org_name_2Waiakea High School 0.1511
## org_name_2Waialua High School 0.2610
## org_name_2Waianae High School 0.3080
## org_name_2Waimea High School 0.3280
## org_name_2Waipahu High School 0.1639
## user_current_sport_2Baseball 0.6386
## user_current_sport_2Basketball 0.7816
## user_current_sport_2Boating Related 0.9650
## user_current_sport_2Bowling 0.8923
## user_current_sport_2Boxing 0.6687
## user_current_sport_2Bull Riding 0.4868
## user_current_sport_2Cheerleading 0.6985
## user_current_sport_2Dance 0.9696
## user_current_sport_2Diving 0.4329
## user_current_sport_2Fencing 0.2928
## user_current_sport_2Field Hockey 0.0871 .
## user_current_sport_2Football 0.3703
## user_current_sport_2Football Freshman 0.3273
## user_current_sport_2Football Junior Varsity 0.2751
## user_current_sport_2Football Middle School 0.2963
## user_current_sport_2Football Varsity 0.4518
## user_current_sport_2Golf 0.8617
## user_current_sport_2Gymnastics 0.8767
## user_current_sport_2Ice Hockey 0.6834
## user_current_sport_2Martial Arts 0.7068
## user_current_sport_2Motorsports 0.9322
## user_current_sport_2Paddling 0.6379
## user_current_sport_2Rifle 0.5682
## user_current_sport_2Rowing 0.7470
## user_current_sport_2Rugby 0.9118
## user_current_sport_2Sailing 0.5234
## user_current_sport_2Skateboarding 0.4570
## user_current_sport_2Skipped 0.5806
## user_current_sport_2Snowboarding boardercross 0.4923
## user_current_sport_2Soccer 0.8265
## user_current_sport_2Softball 0.8200
## user_current_sport_2Swimming 0.5751
## user_current_sport_2Tennis 0.9311
## user_current_sport_2Track & Field 0.7433
## user_current_sport_2Ultimate Frisbee 0.1941
## user_current_sport_2Volleyball 0.8893
## user_current_sport_2Water Polo 0.5239
## user_current_sport_2Wrestling 0.5331
## user_current_sport_2X-Country 0.6991
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.019 on 14042 degrees of freedom
## (4251 observations deleted due to missingness)
## Multiple R-squared: 0.09068, Adjusted R-squared: 0.08414
## F-statistic: 13.87 on 101 and 14042 DF, p-value: < 2.2e-16Score Increase Model
##
## Call:
## lm(formula = visual_motor_diff ~ user_age_2 + org_name_2 + user_current_sport_2,
## data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -7.529 -2.922 -0.641 2.144 32.045
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 3.49936 3.64432 0.960
## user_age_2 -0.10921 0.03216 -3.396
## org_name_2Aiea High School 1.95127 2.30561 0.846
## org_name_2Anuenue Schools 1.99449 2.32998 0.856
## org_name_2Assets School 2.26650 2.36957 0.957
## org_name_2Baldwin High School 1.97883 2.33133 0.849
## org_name_2Campbell High School 1.81978 2.29653 0.792
## org_name_2Castle High School 2.16006 2.29231 0.942
## org_name_2Christian Academy 1.95164 2.34450 0.832
## org_name_2Damien Memorial School 2.34295 2.29197 1.022
## org_name_2Farrington High School 2.02376 2.29088 0.883
## org_name_2Hana High School 2.47351 2.35969 1.048
## org_name_2Hanalani School 2.67025 2.30338 1.159
## org_name_2Hawaii Baptist Academy 2.28535 2.29288 0.997
## org_name_2Hilo High School 1.60843 2.30060 0.699
## org_name_2Honokaa High School 1.98763 2.30638 0.862
## org_name_2Honolulu Waldorf School 3.15434 2.46728 1.278
## org_name_2Iolani School 2.94254 2.28771 1.286
## org_name_2Island Pacific Academy 3.79485 2.33495 1.625
## org_name_2Kahuku High School 1.82625 2.29239 0.797
## org_name_2Kailua High School 2.26174 2.29911 0.984
## org_name_2Kaimuki High School 2.28493 2.30141 0.993
## org_name_2Kaiser High School 2.44487 2.29409 1.066
## org_name_2Kalaheo High School 1.69012 2.29421 0.737
## org_name_2Kalani High School 2.22518 2.29034 0.972
## org_name_2Kapaa High School 2.34987 2.29172 1.025
## org_name_2Kapolei High School 1.89722 2.29698 0.826
## org_name_2Kau High School 1.38689 2.37634 0.584
## org_name_2Kauai High School 2.36090 2.29393 1.029
## org_name_2Keaau High School 1.89158 2.29451 0.824
## org_name_2Kealakehe High School 1.30868 2.28945 0.572
## org_name_2King Kekaulike High School 1.96973 2.29590 0.858
## org_name_2Kohala High School 1.85898 3.01684 0.616
## org_name_2Konawaena High School 1.27758 2.31084 0.553
## org_name_2La Pietra 2.05977 2.31433 0.890
## org_name_2Lahainaluna High School 1.79915 2.29859 0.783
## org_name_2Lanai High School 1.87349 2.37156 0.790
## org_name_2Lanakila High School 1.83147 2.37049 0.773
## org_name_2Le Jardin Academy 2.30474 2.30851 0.998
## org_name_2Leilehua High School 1.80319 2.29053 0.787
## org_name_2Lutheran School 1.87835 2.57790 0.729
## org_name_2Maui High School 1.89977 2.29661 0.827
## org_name_2McKinley High School 1.66167 2.29391 0.724
## org_name_2Mid Pacific Institute 2.48624 2.28796 1.087
## org_name_2Mililani High School 1.90322 2.28899 0.831
## org_name_2Moanalua High School 2.15634 2.29545 0.939
## org_name_2Molokai 2.83693 2.38921 1.187
## org_name_2Nanakuli High School 1.92689 2.31016 0.834
## org_name_2Pacific Buddhist Academy 1.83779 2.45880 0.747
## org_name_2Pahoa High School 2.10213 2.37239 0.886
## org_name_2Pearl City High School 2.15666 2.28931 0.942
## org_name_2Radford High School 2.65007 2.30014 1.152
## org_name_2Roosevelt High School 3.45854 2.29838 1.505
## org_name_2Sacred Hearts Academy 1.97057 2.29759 0.858
## org_name_2St Andrews Priory 1.95039 2.32966 0.837
## org_name_2St Francis 2.08511 2.30532 0.904
## org_name_2St Louis School 1.47249 2.30524 0.639
## org_name_2University Lab School 2.77191 2.29625 1.207
## org_name_2Waiakea High School 2.14210 2.31296 0.926
## org_name_2Waialua High School 1.92224 2.29721 0.837
## org_name_2Waianae High School 1.78821 2.31552 0.772
## org_name_2Waimea High School 1.98911 2.29761 0.866
## org_name_2Waipahu High School 1.39558 2.32972 0.599
## user_current_sport_2Baseball 1.50141 2.80154 0.536
## user_current_sport_2Basketball 1.68158 2.79921 0.601
## user_current_sport_2Boating Related 1.19293 2.90263 0.411
## user_current_sport_2Bowling 1.45947 2.89226 0.505
## user_current_sport_2Boxing 2.67616 3.94750 0.678
## user_current_sport_2Bull Riding -0.03136 3.95900 -0.008
## user_current_sport_2Cheerleading 1.38539 2.80272 0.494
## user_current_sport_2Dance 0.70809 3.41603 0.207
## user_current_sport_2Diving 2.83250 3.42019 0.828
## user_current_sport_2Fencing -2.39450 4.83693 -0.495
## user_current_sport_2Field Hockey 2.64673 4.84826 0.546
## user_current_sport_2Football 1.65450 2.79962 0.591
## user_current_sport_2Football Freshman 1.25137 2.84733 0.439
## user_current_sport_2Football Junior Varsity 0.71175 2.81963 0.252
## user_current_sport_2Football Middle School 0.68326 2.94887 0.232
## user_current_sport_2Football Varsity 1.57671 2.80050 0.563
## user_current_sport_2Golf 1.91852 2.88088 0.666
## user_current_sport_2Gymnastics 0.85523 3.30571 0.259
## user_current_sport_2Ice Hockey 0.82800 3.97590 0.208
## user_current_sport_2Martial Arts 1.21743 2.80576 0.434
## user_current_sport_2Motorsports 3.49094 4.83430 0.722
## user_current_sport_2Paddling 1.95894 2.84449 0.689
## user_current_sport_2Rifle 4.35934 2.98997 1.458
## user_current_sport_2Rowing 0.37273 2.87191 0.130
## user_current_sport_2Rugby 3.04929 3.96352 0.769
## user_current_sport_2Sailing 0.88598 3.23017 0.274
## user_current_sport_2Skateboarding 0.71456 3.95200 0.181
## user_current_sport_2Skipped 1.32833 2.79891 0.475
## user_current_sport_2Snowboarding boardercross 1.30372 4.84493 0.269
## user_current_sport_2Soccer 1.54097 2.79939 0.550
## user_current_sport_2Softball 1.42424 2.80443 0.508
## user_current_sport_2Swimming 1.15953 2.82664 0.410
## user_current_sport_2Tennis 0.91518 2.81786 0.325
## user_current_sport_2Track & Field 1.81277 2.81811 0.643
## user_current_sport_2Ultimate Frisbee -0.73274 4.83943 -0.151
## user_current_sport_2Volleyball 1.59374 2.79905 0.569
## user_current_sport_2Water Polo 1.08673 2.80761 0.387
## user_current_sport_2Wrestling 1.43930 2.80185 0.514
## user_current_sport_2X-Country 1.53904 2.81517 0.547
## Pr(>|t|)
## (Intercept) 0.336959
## user_age_2 0.000685 ***
## org_name_2Aiea High School 0.397392
## org_name_2Anuenue Schools 0.392007
## org_name_2Assets School 0.338836
## org_name_2Baldwin High School 0.396007
## org_name_2Campbell High School 0.428137
## org_name_2Castle High School 0.346051
## org_name_2Christian Academy 0.405179
## org_name_2Damien Memorial School 0.306682
## org_name_2Farrington High School 0.377037
## org_name_2Hana High School 0.294547
## org_name_2Hanalani School 0.246365
## org_name_2Hawaii Baptist Academy 0.318920
## org_name_2Hilo High School 0.484481
## org_name_2Honokaa High School 0.388815
## org_name_2Honolulu Waldorf School 0.201105
## org_name_2Iolani School 0.198381
## org_name_2Island Pacific Academy 0.104135
## org_name_2Kahuku High School 0.425665
## org_name_2Kailua High School 0.325257
## org_name_2Kaimuki High School 0.320806
## org_name_2Kaiser High School 0.286566
## org_name_2Kalaheo High School 0.461323
## org_name_2Kalani High School 0.331290
## org_name_2Kapaa High School 0.305204
## org_name_2Kapolei High School 0.408839
## org_name_2Kau High School 0.559482
## org_name_2Kauai High School 0.303406
## org_name_2Keaau High School 0.409732
## org_name_2Kealakehe High School 0.567593
## org_name_2King Kekaulike High School 0.390944
## org_name_2Kohala High School 0.537773
## org_name_2Konawaena High School 0.580365
## org_name_2La Pietra 0.373477
## org_name_2Lahainaluna High School 0.433806
## org_name_2Lanai High School 0.429552
## org_name_2Lanakila High School 0.439767
## org_name_2Le Jardin Academy 0.318119
## org_name_2Leilehua High School 0.431157
## org_name_2Lutheran School 0.466237
## org_name_2Maui High School 0.408136
## org_name_2McKinley High School 0.468843
## org_name_2Mid Pacific Institute 0.277205
## org_name_2Mililani High School 0.405724
## org_name_2Moanalua High School 0.347544
## org_name_2Molokai 0.235094
## org_name_2Nanakuli High School 0.404244
## org_name_2Pacific Buddhist Academy 0.454813
## org_name_2Pahoa High School 0.375589
## org_name_2Pearl City High School 0.346179
## org_name_2Radford High School 0.249287
## org_name_2Roosevelt High School 0.132406
## org_name_2Sacred Hearts Academy 0.391090
## org_name_2St Andrews Priory 0.402495
## org_name_2St Francis 0.365757
## org_name_2St Louis School 0.522991
## org_name_2University Lab School 0.227396
## org_name_2Waiakea High School 0.354395
## org_name_2Waialua High School 0.402735
## org_name_2Waianae High School 0.439967
## org_name_2Waimea High School 0.386654
## org_name_2Waipahu High School 0.549162
## user_current_sport_2Baseball 0.592020
## user_current_sport_2Basketball 0.548026
## user_current_sport_2Boating Related 0.681091
## user_current_sport_2Bowling 0.613838
## user_current_sport_2Boxing 0.497822
## user_current_sport_2Bull Riding 0.993679
## user_current_sport_2Cheerleading 0.621100
## user_current_sport_2Dance 0.835792
## user_current_sport_2Diving 0.407589
## user_current_sport_2Fencing 0.620576
## user_current_sport_2Field Hockey 0.585135
## user_current_sport_2Football 0.554548
## user_current_sport_2Football Freshman 0.660314
## user_current_sport_2Football Junior Varsity 0.800716
## user_current_sport_2Football Middle School 0.816773
## user_current_sport_2Football Varsity 0.573438
## user_current_sport_2Golf 0.505454
## user_current_sport_2Gymnastics 0.795860
## user_current_sport_2Ice Hockey 0.835034
## user_current_sport_2Martial Arts 0.664365
## user_current_sport_2Motorsports 0.470233
## user_current_sport_2Paddling 0.491036
## user_current_sport_2Rifle 0.144866
## user_current_sport_2Rowing 0.896740
## user_current_sport_2Rugby 0.441705
## user_current_sport_2Sailing 0.783871
## user_current_sport_2Skateboarding 0.856519
## user_current_sport_2Skipped 0.635089
## user_current_sport_2Snowboarding boardercross 0.787865
## user_current_sport_2Soccer 0.582008
## user_current_sport_2Softball 0.611564
## user_current_sport_2Swimming 0.681656
## user_current_sport_2Tennis 0.745354
## user_current_sport_2Track & Field 0.520069
## user_current_sport_2Ultimate Frisbee 0.879653
## user_current_sport_2Volleyball 0.569102
## user_current_sport_2Water Polo 0.698713
## user_current_sport_2Wrestling 0.607473
## user_current_sport_2X-Country 0.584597
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.942 on 14042 degrees of freedom
## (4251 observations deleted due to missingness)
## Multiple R-squared: 0.01696, Adjusted R-squared: 0.009891
## F-statistic: 2.399 on 101 and 14042 DF, p-value: 1.828e-13Impulse Control
Baseline 1 Model
##
## Call:
## lm(formula = user_impulse_control_composite_score_1 ~ user_age_1 +
## org_name_1 + user_current_sport_1, data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -10.307 -3.816 -1.043 2.671 20.997
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 13.98757 6.20018 2.256
## user_age_1 -0.34097 0.05870 -5.808
## org_name_1Aiea High School -0.28387 3.10960 -0.091
## org_name_1Anuenue Schools 0.90390 3.15233 0.287
## org_name_1Assets School 0.94231 3.28717 0.287
## org_name_1Baldwin High School 0.41013 3.17276 0.129
## org_name_1Campbell High School -0.21310 3.08961 -0.069
## org_name_1Castle High School 1.05235 3.08238 0.341
## org_name_1Christian Academy -0.09749 3.20698 -0.030
## org_name_1Damien Memorial School 1.06102 3.08290 0.344
## org_name_1Farrington High School 0.46316 3.07999 0.150
## org_name_1Hana High School -0.86740 3.23677 -0.268
## org_name_1Hanalani School 1.90096 3.11351 0.611
## org_name_1Hawaii Baptist Academy 0.36204 3.08740 0.117
## org_name_1Hilo High School 0.79229 3.10178 0.255
## org_name_1Honokaa High School 0.92473 3.11539 0.297
## org_name_1Honolulu Waldorf School 0.40117 3.54038 0.113
## org_name_1Iolani School 0.44716 3.07748 0.145
## org_name_1Island Pacific Academy 1.58882 3.16620 0.502
## org_name_1Kahuku High School 0.36057 3.08288 0.117
## org_name_1Kailua High School 1.56369 3.09786 0.505
## org_name_1Kaimuki High School 0.96660 3.10141 0.312
## org_name_1Kaiser High School 0.74315 3.08540 0.241
## org_name_1Kalaheo High School 0.33664 3.08751 0.109
## org_name_1Kalani High School 0.42877 3.07944 0.139
## org_name_1Kapaa High School 0.33061 3.08391 0.107
## org_name_1Kapolei High School 0.16266 3.09055 0.053
## org_name_1Kau High School 3.84091 3.23742 1.186
## org_name_1Kauai High School 1.40084 3.08657 0.454
## org_name_1Keaau High School 0.88219 3.08587 0.286
## org_name_1Kealakehe High School -0.22532 3.07828 -0.073
## org_name_1King Kekaulike High School 0.76907 3.09027 0.249
## org_name_1Kohala High School 3.42223 4.86593 0.703
## org_name_1Konawaena High School 0.72872 3.12286 0.233
## org_name_1La Pietra 2.07113 3.13198 0.661
## org_name_1Lahainaluna High School 0.26209 3.10010 0.085
## org_name_1Lanai High School 1.43756 3.22462 0.446
## org_name_1Lanakila High School 0.63781 3.27969 0.194
## org_name_1Le Jardin Academy 0.54126 3.12748 0.173
## org_name_1Leilehua High School 1.19144 3.08017 0.387
## org_name_1Lutheran School 1.30218 3.59456 0.362
## org_name_1Maui High School 0.25841 3.09240 0.084
## org_name_1McKinley High School 1.48696 3.09106 0.481
## org_name_1Mid Pacific Institute 0.45853 3.07490 0.149
## org_name_1Mililani High School 0.90264 3.07559 0.293
## org_name_1Moanalua High School 0.36941 3.09222 0.119
## org_name_1Molokai 1.52507 3.25994 0.468
## org_name_1Nanakuli High School 1.11575 3.11637 0.358
## org_name_1Pacific Buddhist Academy 1.19273 3.46686 0.344
## org_name_1Pahoa High School 0.69622 3.26681 0.213
## org_name_1Pearl City High School 0.46948 3.07679 0.153
## org_name_1Radford High School 0.81325 3.10436 0.262
## org_name_1Roosevelt High School -0.11055 3.09387 -0.036
## org_name_1Sacred Hearts Academy 0.44507 3.09661 0.144
## org_name_1St Andrews Priory 1.11004 3.16120 0.351
## org_name_1St Francis -0.43563 3.11545 -0.140
## org_name_1St Louis School 0.20974 3.10717 0.068
## org_name_1University Lab School 2.34599 3.09402 0.758
## org_name_1Waiakea High School 1.66711 3.12420 0.534
## org_name_1Waialua High School 0.77034 3.09521 0.249
## org_name_1Waianae High School 1.10498 3.13778 0.352
## org_name_1Waimea High School 0.10009 3.09950 0.032
## org_name_1Waipahu High School -0.62795 3.17768 -0.198
## user_current_sport_1Baseball -0.55032 5.32884 -0.103
## user_current_sport_1Basketball -0.76669 5.32521 -0.144
## user_current_sport_1Boating Related 0.36885 5.45971 0.068
## user_current_sport_1Bowling -1.47659 6.15619 -0.240
## user_current_sport_1Boxing -3.58064 5.81607 -0.616
## user_current_sport_1Bull Riding 0.33504 7.55356 0.044
## user_current_sport_1Cheerleading -1.68890 5.32913 -0.317
## user_current_sport_1Dance -4.69917 5.82636 -0.807
## user_current_sport_1Equestrian Sports -4.29706 7.72164 -0.556
## user_current_sport_1Fencing -0.35443 7.51951 -0.047
## user_current_sport_1Field Hockey -1.33151 7.52027 -0.177
## user_current_sport_1Football 0.35854 5.32638 0.067
## user_current_sport_1Football Freshman 0.57295 5.33145 0.107
## user_current_sport_1Football Junior Varsity 0.36644 5.32775 0.069
## user_current_sport_1Football Middle School 1.19225 5.40164 0.221
## user_current_sport_1Football Varsity -0.30667 5.34315 -0.057
## user_current_sport_1Golf -0.06337 5.47911 -0.012
## user_current_sport_1Gymnastics 0.27744 5.55653 0.050
## user_current_sport_1Lacrosse 7.30460 7.52018 0.971
## user_current_sport_1Martial Arts -0.77528 5.33618 -0.145
## user_current_sport_1Paddling 0.36278 5.50616 0.066
## user_current_sport_1Powerlifting -3.99599 7.53080 -0.531
## user_current_sport_1Rifle -0.82951 6.49782 -0.128
## user_current_sport_1Rowing 0.19804 5.44869 0.036
## user_current_sport_1Rugby 3.46456 6.15829 0.563
## user_current_sport_1Sailing -2.74912 5.93891 -0.463
## user_current_sport_1Skateboarding -1.51169 6.52086 -0.232
## user_current_sport_1Skipped -1.99985 5.37155 -0.372
## user_current_sport_1Snowboarding free ride -0.09619 7.54087 -0.013
## user_current_sport_1Soccer -0.98190 5.32544 -0.184
## user_current_sport_1Softball -1.51983 5.33009 -0.285
## user_current_sport_1Swimming -1.67874 5.35822 -0.313
## user_current_sport_1Tennis -2.16519 5.35559 -0.404
## user_current_sport_1Track & Field 0.01661 5.36181 0.003
## user_current_sport_1Ultimate Frisbee 3.70193 7.52469 0.492
## user_current_sport_1Volleyball -1.13203 5.32503 -0.213
## user_current_sport_1Water Polo -0.67455 5.34297 -0.126
## user_current_sport_1Wrestling -0.40059 5.33021 -0.075
## user_current_sport_1X-Country -0.72158 5.35537 -0.135
## Pr(>|t|)
## (Intercept) 0.0241 *
## user_age_1 6.53e-09 ***
## org_name_1Aiea High School 0.9273
## org_name_1Anuenue Schools 0.7743
## org_name_1Assets School 0.7744
## org_name_1Baldwin High School 0.8971
## org_name_1Campbell High School 0.9450
## org_name_1Castle High School 0.7328
## org_name_1Christian Academy 0.9758
## org_name_1Damien Memorial School 0.7307
## org_name_1Farrington High School 0.8805
## org_name_1Hana High School 0.7887
## org_name_1Hanalani School 0.5415
## org_name_1Hawaii Baptist Academy 0.9067
## org_name_1Hilo High School 0.7984
## org_name_1Honokaa High School 0.7666
## org_name_1Honolulu Waldorf School 0.9098
## org_name_1Iolani School 0.8845
## org_name_1Island Pacific Academy 0.6158
## org_name_1Kahuku High School 0.9069
## org_name_1Kailua High School 0.6137
## org_name_1Kaimuki High School 0.7553
## org_name_1Kaiser High School 0.8097
## org_name_1Kalaheo High School 0.9132
## org_name_1Kalani High School 0.8893
## org_name_1Kapaa High School 0.9146
## org_name_1Kapolei High School 0.9580
## org_name_1Kau High School 0.2355
## org_name_1Kauai High School 0.6499
## org_name_1Keaau High School 0.7750
## org_name_1Kealakehe High School 0.9417
## org_name_1King Kekaulike High School 0.8035
## org_name_1Kohala High School 0.4819
## org_name_1Konawaena High School 0.8155
## org_name_1La Pietra 0.5084
## org_name_1Lahainaluna High School 0.9326
## org_name_1Lanai High School 0.6557
## org_name_1Lanakila High School 0.8458
## org_name_1Le Jardin Academy 0.8626
## org_name_1Leilehua High School 0.6989
## org_name_1Lutheran School 0.7172
## org_name_1Maui High School 0.9334
## org_name_1McKinley High School 0.6305
## org_name_1Mid Pacific Institute 0.8815
## org_name_1Mililani High School 0.7692
## org_name_1Moanalua High School 0.9049
## org_name_1Molokai 0.6399
## org_name_1Nanakuli High School 0.7203
## org_name_1Pacific Buddhist Academy 0.7308
## org_name_1Pahoa High School 0.8312
## org_name_1Pearl City High School 0.8787
## org_name_1Radford High School 0.7933
## org_name_1Roosevelt High School 0.9715
## org_name_1Sacred Hearts Academy 0.8857
## org_name_1St Andrews Priory 0.7255
## org_name_1St Francis 0.8888
## org_name_1St Louis School 0.9462
## org_name_1University Lab School 0.4483
## org_name_1Waiakea High School 0.5936
## org_name_1Waialua High School 0.8035
## org_name_1Waianae High School 0.7247
## org_name_1Waimea High School 0.9742
## org_name_1Waipahu High School 0.8434
## user_current_sport_1Baseball 0.9177
## user_current_sport_1Basketball 0.8855
## user_current_sport_1Boating Related 0.9461
## user_current_sport_1Bowling 0.8104
## user_current_sport_1Boxing 0.5381
## user_current_sport_1Bull Riding 0.9646
## user_current_sport_1Cheerleading 0.7513
## user_current_sport_1Dance 0.4200
## user_current_sport_1Equestrian Sports 0.5779
## user_current_sport_1Fencing 0.9624
## user_current_sport_1Field Hockey 0.8595
## user_current_sport_1Football 0.9463
## user_current_sport_1Football Freshman 0.9144
## user_current_sport_1Football Junior Varsity 0.9452
## user_current_sport_1Football Middle School 0.8253
## user_current_sport_1Football Varsity 0.9542
## user_current_sport_1Golf 0.9908
## user_current_sport_1Gymnastics 0.9602
## user_current_sport_1Lacrosse 0.3314
## user_current_sport_1Martial Arts 0.8845
## user_current_sport_1Paddling 0.9475
## user_current_sport_1Powerlifting 0.5957
## user_current_sport_1Rifle 0.8984
## user_current_sport_1Rowing 0.9710
## user_current_sport_1Rugby 0.5737
## user_current_sport_1Sailing 0.6434
## user_current_sport_1Skateboarding 0.8167
## user_current_sport_1Skipped 0.7097
## user_current_sport_1Snowboarding free ride 0.9898
## user_current_sport_1Soccer 0.8537
## user_current_sport_1Softball 0.7755
## user_current_sport_1Swimming 0.7541
## user_current_sport_1Tennis 0.6860
## user_current_sport_1Track & Field 0.9975
## user_current_sport_1Ultimate Frisbee 0.6228
## user_current_sport_1Volleyball 0.8317
## user_current_sport_1Water Polo 0.8995
## user_current_sport_1Wrestling 0.9401
## user_current_sport_1X-Country 0.8928
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 5.305 on 8761 degrees of freedom
## (9532 observations deleted due to missingness)
## Multiple R-squared: 0.0339, Adjusted R-squared: 0.02276
## F-statistic: 3.044 on 101 and 8761 DF, p-value: < 2.2e-16Baseline 2 Model
##
## Call:
## lm(formula = user_impulse_control_composite_score_2 ~ user_age_2 +
## org_name_2 + user_current_sport_2, data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -7.099 -2.562 -0.659 1.734 21.295
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 7.937590 2.141656 3.706
## user_age_2 -0.189809 0.037121 -5.113
## org_name_2Aiea High School -0.748778 2.107752 -0.355
## org_name_2Anuenue Schools -0.174844 2.135773 -0.082
## org_name_2Assets School -0.481249 2.226543 -0.216
## org_name_2Baldwin High School -0.526604 2.149958 -0.245
## org_name_2Campbell High School -0.739162 2.094555 -0.353
## org_name_2Castle High School -0.213364 2.089157 -0.102
## org_name_2Christian Academy -0.146589 2.154667 -0.068
## org_name_2Damien Memorial School -0.070872 2.088532 -0.034
## org_name_2Farrington High School -0.367042 2.087353 -0.176
## org_name_2Hana High School -1.058120 2.184970 -0.484
## org_name_2Hanalani School 0.468391 2.109488 0.222
## org_name_2Hawaii Baptist Academy -0.388566 2.090419 -0.186
## org_name_2Hilo High School -0.243217 2.102547 -0.116
## org_name_2Honokaa High School 0.467228 2.110924 0.221
## org_name_2Honolulu Waldorf School -0.844028 2.395865 -0.352
## org_name_2Iolani School -0.054882 2.084077 -0.026
## org_name_2Island Pacific Academy 0.290985 2.146419 0.136
## org_name_2Kahuku High School -0.470425 2.088530 -0.225
## org_name_2Kailua High School 0.270401 2.100818 0.129
## org_name_2Kaimuki High School -0.103995 2.101951 -0.049
## org_name_2Kaiser High School 0.057137 2.091839 0.027
## org_name_2Kalaheo High School -0.290509 2.092279 -0.139
## org_name_2Kalani High School -0.030941 2.087336 -0.015
## org_name_2Kapaa High School -0.208095 2.090354 -0.100
## org_name_2Kapolei High School -0.310359 2.095000 -0.148
## org_name_2Kau High School 1.687399 2.189314 0.771
## org_name_2Kauai High School 0.389734 2.091907 0.186
## org_name_2Keaau High School -0.430803 2.092401 -0.206
## org_name_2Kealakehe High School -0.642290 2.086205 -0.308
## org_name_2King Kekaulike High School -0.097541 2.094643 -0.047
## org_name_2Kohala High School -2.267772 3.274550 -0.693
## org_name_2Konawaena High School -0.171434 2.116106 -0.081
## org_name_2La Pietra 0.317145 2.122437 0.149
## org_name_2Lahainaluna High School -0.138988 2.101310 -0.066
## org_name_2Lanai High School 0.346627 2.185029 0.159
## org_name_2Lanakila High School -0.479577 2.213941 -0.217
## org_name_2Le Jardin Academy 0.338771 2.118600 0.160
## org_name_2Leilehua High School 0.126015 2.088126 0.060
## org_name_2Lutheran School -0.198746 2.434926 -0.082
## org_name_2Maui High School -0.560147 2.096593 -0.267
## org_name_2McKinley High School 0.181290 2.095196 0.087
## org_name_2Mid Pacific Institute -0.039772 2.082529 -0.019
## org_name_2Mililani High School 0.110792 2.084944 0.053
## org_name_2Moanalua High School 0.052079 2.095709 0.025
## org_name_2Molokai 1.154610 2.210406 0.522
## org_name_2Nanakuli High School 0.205876 2.112152 0.097
## org_name_2Pacific Buddhist Academy 0.375520 2.369823 0.158
## org_name_2Pahoa High School -0.025266 2.214326 -0.011
## org_name_2Pearl City High School -0.310072 2.085760 -0.149
## org_name_2Radford High School -0.176084 2.103887 -0.084
## org_name_2Roosevelt High School -0.639770 2.097388 -0.305
## org_name_2Sacred Hearts Academy -0.378427 2.096671 -0.180
## org_name_2St Andrews Priory 0.259069 2.140246 0.121
## org_name_2St Francis -0.263707 2.109386 -0.125
## org_name_2St Louis School -0.496133 2.105543 -0.236
## org_name_2University Lab School 0.805968 2.094059 0.385
## org_name_2Waiakea High School 0.607979 2.117546 0.287
## org_name_2Waialua High School 0.055089 2.098217 0.026
## org_name_2Waianae High School 0.898862 2.125483 0.423
## org_name_2Waimea High School -0.471545 2.100995 -0.224
## org_name_2Waipahu High School -0.562656 2.155716 -0.261
## user_current_sport_2Basketball 0.096957 0.199424 0.486
## user_current_sport_2Boating Related 0.699235 0.868735 0.805
## user_current_sport_2Bowling 0.550783 0.897398 0.614
## user_current_sport_2Boxing 1.251345 3.600182 0.348
## user_current_sport_2Cheerleading -0.572643 0.251896 -2.273
## user_current_sport_2Dance -3.204864 2.547143 -1.258
## user_current_sport_2Diving -0.329721 1.802889 -0.183
## user_current_sport_2Equestrian Sports -2.626045 3.775954 -0.695
## user_current_sport_2Fencing -3.845764 3.586746 -1.072
## user_current_sport_2Field Hockey -1.779654 2.544571 -0.699
## user_current_sport_2Football 0.653441 0.195018 3.351
## user_current_sport_2Football Freshman 0.845851 0.642171 1.317
## user_current_sport_2Football Junior Varsity 0.299718 0.399916 0.749
## user_current_sport_2Football Middle School 0.512962 1.053956 0.487
## user_current_sport_2Football Varsity 0.511384 0.209945 2.436
## user_current_sport_2Golf -0.758075 0.805682 -0.941
## user_current_sport_2Gymnastics -0.494034 2.542977 -0.194
## user_current_sport_2Martial Arts 0.605452 0.285241 2.123
## user_current_sport_2Motorsports 9.871727 3.600922 2.741
## user_current_sport_2Paddling 0.008694 0.594578 0.015
## user_current_sport_2Rifle -1.656820 1.156892 -1.432
## user_current_sport_2Rowing 2.243590 0.845001 2.655
## user_current_sport_2Rugby 1.458858 2.562988 0.569
## user_current_sport_2Sailing -0.710681 1.626741 -0.437
## user_current_sport_2Skipped -0.350470 0.210042 -1.669
## user_current_sport_2Snowboarding boardercross -0.326747 2.562581 -0.128
## user_current_sport_2Soccer -0.061617 0.194061 -0.318
## user_current_sport_2Softball -0.286230 0.265815 -1.077
## user_current_sport_2Swimming -0.385782 0.540827 -0.713
## user_current_sport_2Tennis -0.861541 0.462434 -1.863
## user_current_sport_2Track & Field -0.031222 0.427789 -0.073
## user_current_sport_2Ultimate Frisbee 6.340348 3.590330 1.766
## user_current_sport_2Volleyball -0.066261 0.199085 -0.333
## user_current_sport_2Water Polo 0.259615 0.312080 0.832
## user_current_sport_2Wrestling 0.306363 0.232594 1.317
## user_current_sport_2X-Country 0.044247 0.410197 0.108
## Pr(>|t|)
## (Intercept) 0.000212 ***
## user_age_2 3.23e-07 ***
## org_name_2Aiea High School 0.722411
## org_name_2Anuenue Schools 0.934756
## org_name_2Assets School 0.828882
## org_name_2Baldwin High School 0.806511
## org_name_2Campbell High School 0.724174
## org_name_2Castle High School 0.918656
## org_name_2Christian Academy 0.945761
## org_name_2Damien Memorial School 0.972931
## org_name_2Farrington High School 0.860423
## org_name_2Hana High School 0.628205
## org_name_2Hanalani School 0.824288
## org_name_2Hawaii Baptist Academy 0.852544
## org_name_2Hilo High School 0.907911
## org_name_2Honokaa High School 0.824834
## org_name_2Honolulu Waldorf School 0.724633
## org_name_2Iolani School 0.978992
## org_name_2Island Pacific Academy 0.892166
## org_name_2Kahuku High School 0.821796
## org_name_2Kailua High School 0.897588
## org_name_2Kaimuki High School 0.960541
## org_name_2Kaiser High School 0.978210
## org_name_2Kalaheo High School 0.889573
## org_name_2Kalani High School 0.988174
## org_name_2Kapaa High School 0.920704
## org_name_2Kapolei High School 0.882234
## org_name_2Kau High School 0.440880
## org_name_2Kauai High School 0.852210
## org_name_2Keaau High School 0.836882
## org_name_2Kealakehe High School 0.758185
## org_name_2King Kekaulike High School 0.962859
## org_name_2Kohala High School 0.488614
## org_name_2Konawaena High School 0.935433
## org_name_2La Pietra 0.881222
## org_name_2Lahainaluna High School 0.947265
## org_name_2Lanai High School 0.873958
## org_name_2Lanakila High School 0.828512
## org_name_2Le Jardin Academy 0.872961
## org_name_2Leilehua High School 0.951880
## org_name_2Lutheran School 0.934948
## org_name_2Maui High School 0.789344
## org_name_2McKinley High School 0.931050
## org_name_2Mid Pacific Institute 0.984763
## org_name_2Mililani High School 0.957622
## org_name_2Moanalua High School 0.980175
## org_name_2Molokai 0.601438
## org_name_2Nanakuli High School 0.922354
## org_name_2Pacific Buddhist Academy 0.874099
## org_name_2Pahoa High School 0.990897
## org_name_2Pearl City High School 0.881824
## org_name_2Radford High School 0.933301
## org_name_2Roosevelt High School 0.760349
## org_name_2Sacred Hearts Academy 0.856772
## org_name_2St Andrews Priory 0.903657
## org_name_2St Francis 0.900514
## org_name_2St Louis School 0.813724
## org_name_2University Lab School 0.700333
## org_name_2Waiakea High School 0.774031
## org_name_2Waialua High School 0.979054
## org_name_2Waianae High School 0.672380
## org_name_2Waimea High School 0.822421
## org_name_2Waipahu High School 0.794094
## user_current_sport_2Basketball 0.626847
## user_current_sport_2Boating Related 0.420906
## user_current_sport_2Bowling 0.539393
## user_current_sport_2Boxing 0.728165
## user_current_sport_2Cheerleading 0.023030 *
## user_current_sport_2Dance 0.208346
## user_current_sport_2Diving 0.854893
## user_current_sport_2Equestrian Sports 0.486782
## user_current_sport_2Fencing 0.283653
## user_current_sport_2Field Hockey 0.484325
## user_current_sport_2Football 0.000810 ***
## user_current_sport_2Football Freshman 0.187814
## user_current_sport_2Football Junior Varsity 0.453604
## user_current_sport_2Football Middle School 0.626482
## user_current_sport_2Football Varsity 0.014879 *
## user_current_sport_2Golf 0.346776
## user_current_sport_2Gymnastics 0.845966
## user_current_sport_2Martial Arts 0.033815 *
## user_current_sport_2Motorsports 0.006129 **
## user_current_sport_2Paddling 0.988334
## user_current_sport_2Rifle 0.152142
## user_current_sport_2Rowing 0.007942 **
## user_current_sport_2Rugby 0.569234
## user_current_sport_2Sailing 0.662213
## user_current_sport_2Skipped 0.095238 .
## user_current_sport_2Snowboarding boardercross 0.898542
## user_current_sport_2Soccer 0.750861
## user_current_sport_2Softball 0.281598
## user_current_sport_2Swimming 0.475667
## user_current_sport_2Tennis 0.062487 .
## user_current_sport_2Track & Field 0.941820
## user_current_sport_2Ultimate Frisbee 0.077439 .
## user_current_sport_2Volleyball 0.739274
## user_current_sport_2Water Polo 0.405495
## user_current_sport_2Wrestling 0.187821
## user_current_sport_2X-Country 0.914103
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.578 on 8803 degrees of freedom
## (9493 observations deleted due to missingness)
## Multiple R-squared: 0.02574, Adjusted R-squared: 0.01489
## F-statistic: 2.373 on 98 and 8803 DF, p-value: 1.018e-12Score Increase Model
##
## Call:
## lm(formula = impulse_control_diff ~ user_age_2 + org_name_2 +
## user_current_sport_2, data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -5.745 -2.618 -1.101 1.516 21.295
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 3.80194 2.24216 1.696
## user_age_2 -0.04569 0.03886 -1.176
## org_name_2Aiea High School 1.38872 2.20667 0.629
## org_name_2Anuenue Schools 1.85839 2.23600 0.831
## org_name_2Assets School 2.57008 2.33103 1.103
## org_name_2Baldwin High School 1.63832 2.25085 0.728
## org_name_2Campbell High School 1.32545 2.19285 0.604
## org_name_2Castle High School 2.05325 2.18720 0.939
## org_name_2Christian Academy 0.80046 2.25578 0.355
## org_name_2Damien Memorial School 2.08165 2.18654 0.952
## org_name_2Farrington High School 1.72033 2.18531 0.787
## org_name_2Hana High School 1.30440 2.28751 0.570
## org_name_2Hanalani School 2.38359 2.20848 1.079
## org_name_2Hawaii Baptist Academy 1.70538 2.18852 0.779
## org_name_2Hilo High School 1.75327 2.20122 0.797
## org_name_2Honokaa High School 1.32076 2.20999 0.598
## org_name_2Honolulu Waldorf School 2.19346 2.50830 0.874
## org_name_2Iolani School 1.53433 2.18188 0.703
## org_name_2Island Pacific Academy 2.34993 2.24715 1.046
## org_name_2Kahuku High School 1.64338 2.18654 0.752
## org_name_2Kailua High School 2.38727 2.19941 1.085
## org_name_2Kaimuki High School 1.97028 2.20059 0.895
## org_name_2Kaiser High School 1.73812 2.19001 0.794
## org_name_2Kalaheo High School 1.39387 2.19047 0.636
## org_name_2Kalani High School 1.37772 2.18529 0.630
## org_name_2Kapaa High School 1.31878 2.18845 0.603
## org_name_2Kapolei High School 1.48460 2.19332 0.677
## org_name_2Kau High School 2.82469 2.29206 1.232
## org_name_2Kauai High School 2.01233 2.19008 0.919
## org_name_2Keaau High School 2.03891 2.19059 0.931
## org_name_2Kealakehe High School 0.96474 2.18411 0.442
## org_name_2King Kekaulike High School 1.67266 2.19294 0.763
## org_name_2Kohala High School 5.65676 3.42822 1.650
## org_name_2Konawaena High School 1.63942 2.21541 0.740
## org_name_2La Pietra 2.21847 2.22204 0.998
## org_name_2Lahainaluna High School 1.30503 2.19992 0.593
## org_name_2Lanai High School 1.67511 2.28757 0.732
## org_name_2Lanakila High School 2.13846 2.31784 0.923
## org_name_2Le Jardin Academy 1.31371 2.21802 0.592
## org_name_2Leilehua High School 1.92473 2.18612 0.880
## org_name_2Lutheran School 2.54706 2.54919 0.999
## org_name_2Maui High School 1.63445 2.19498 0.745
## org_name_2McKinley High School 2.12376 2.19352 0.968
## org_name_2Mid Pacific Institute 1.45598 2.18026 0.668
## org_name_2Mililani High School 1.58863 2.18279 0.728
## org_name_2Moanalua High School 1.23455 2.19406 0.563
## org_name_2Molokai 1.78083 2.31414 0.770
## org_name_2Nanakuli High School 1.74351 2.21127 0.788
## org_name_2Pacific Buddhist Academy 2.51080 2.48104 1.012
## org_name_2Pahoa High School 1.81194 2.31824 0.782
## org_name_2Pearl City High School 1.59068 2.18364 0.728
## org_name_2Radford High School 1.92789 2.20262 0.875
## org_name_2Roosevelt High School 1.51837 2.19582 0.691
## org_name_2Sacred Hearts Academy 1.40775 2.19506 0.641
## org_name_2St Andrews Priory 1.90213 2.24068 0.849
## org_name_2St Francis 0.87352 2.20838 0.396
## org_name_2St Louis School 1.51328 2.20435 0.686
## org_name_2University Lab School 2.56555 2.19233 1.170
## org_name_2Waiakea High School 1.91032 2.21692 0.862
## org_name_2Waialua High School 1.53871 2.19668 0.700
## org_name_2Waianae High School 1.28081 2.22523 0.576
## org_name_2Waimea High School 1.51344 2.19959 0.688
## org_name_2Waipahu High School 0.88667 2.25688 0.393
## user_current_sport_2Basketball -0.45392 0.20878 -2.174
## user_current_sport_2Boating Related -0.81279 0.90950 -0.894
## user_current_sport_2Bowling -1.01348 0.93951 -1.079
## user_current_sport_2Boxing -2.54582 3.76913 -0.675
## user_current_sport_2Cheerleading -0.68627 0.26372 -2.602
## user_current_sport_2Dance -3.14928 2.66668 -1.181
## user_current_sport_2Diving 0.69117 1.88750 0.366
## user_current_sport_2Equestrian Sports -1.40138 3.95315 -0.354
## user_current_sport_2Fencing 2.39483 3.75507 0.638
## user_current_sport_2Field Hockey -1.27684 2.66398 -0.479
## user_current_sport_2Football 0.36195 0.20417 1.773
## user_current_sport_2Football Freshman 0.97182 0.67231 1.446
## user_current_sport_2Football Junior Varsity -0.33082 0.41868 -0.790
## user_current_sport_2Football Middle School -0.33468 1.10342 -0.303
## user_current_sport_2Football Varsity 0.04578 0.21980 0.208
## user_current_sport_2Golf -0.95401 0.84349 -1.131
## user_current_sport_2Gymnastics 6.85113 2.66232 2.573
## user_current_sport_2Martial Arts -0.31978 0.29863 -1.071
## user_current_sport_2Motorsports -3.63720 3.76991 -0.965
## user_current_sport_2Paddling 0.52169 0.62248 0.838
## user_current_sport_2Rifle 1.19337 1.21118 0.985
## user_current_sport_2Rowing -0.62458 0.88466 -0.706
## user_current_sport_2Rugby -2.41565 2.68327 -0.900
## user_current_sport_2Sailing -0.14996 1.70308 -0.088
## user_current_sport_2Skipped -0.38609 0.21990 -1.756
## user_current_sport_2Snowboarding boardercross 0.50995 2.68284 0.190
## user_current_sport_2Soccer -0.55424 0.20317 -2.728
## user_current_sport_2Softball -0.56447 0.27829 -2.028
## user_current_sport_2Swimming -0.84490 0.56621 -1.492
## user_current_sport_2Tennis -1.15985 0.48414 -2.396
## user_current_sport_2Track & Field -0.57192 0.44786 -1.277
## user_current_sport_2Ultimate Frisbee -3.15544 3.75882 -0.839
## user_current_sport_2Volleyball -0.54988 0.20843 -2.638
## user_current_sport_2Water Polo -0.85753 0.32673 -2.625
## user_current_sport_2Wrestling -0.19679 0.24351 -0.808
## user_current_sport_2X-Country -0.53039 0.42945 -1.235
## Pr(>|t|)
## (Intercept) 0.08999 .
## user_age_2 0.23972
## org_name_2Aiea High School 0.52915
## org_name_2Anuenue Schools 0.40593
## org_name_2Assets School 0.27025
## org_name_2Baldwin High School 0.46671
## org_name_2Campbell High School 0.54557
## org_name_2Castle High School 0.34788
## org_name_2Christian Academy 0.72271
## org_name_2Damien Memorial School 0.34111
## org_name_2Farrington High School 0.43117
## org_name_2Hana High School 0.56854
## org_name_2Hanalani School 0.28049
## org_name_2Hawaii Baptist Academy 0.43586
## org_name_2Hilo High School 0.42576
## org_name_2Honokaa High School 0.55010
## org_name_2Honolulu Waldorf School 0.38188
## org_name_2Iolani School 0.48194
## org_name_2Island Pacific Academy 0.29571
## org_name_2Kahuku High School 0.45232
## org_name_2Kailua High School 0.27777
## org_name_2Kaimuki High School 0.37063
## org_name_2Kaiser High School 0.42742
## org_name_2Kalaheo High School 0.52458
## org_name_2Kalani High School 0.52842
## org_name_2Kapaa High School 0.54679
## org_name_2Kapolei High School 0.49850
## org_name_2Kau High School 0.21784
## org_name_2Kauai High School 0.35820
## org_name_2Keaau High School 0.35200
## org_name_2Kealakehe High School 0.65871
## org_name_2King Kekaulike High School 0.44564
## org_name_2Kohala High School 0.09897 .
## org_name_2Konawaena High School 0.45932
## org_name_2La Pietra 0.31812
## org_name_2Lahainaluna High School 0.55305
## org_name_2Lanai High School 0.46403
## org_name_2Lanakila High School 0.35624
## org_name_2Le Jardin Academy 0.55367
## org_name_2Leilehua High School 0.37865
## org_name_2Lutheran School 0.31774
## org_name_2Maui High School 0.45651
## org_name_2McKinley High School 0.33297
## org_name_2Mid Pacific Institute 0.50428
## org_name_2Mililani High School 0.46676
## org_name_2Moanalua High School 0.57367
## org_name_2Molokai 0.44159
## org_name_2Nanakuli High School 0.43045
## org_name_2Pacific Buddhist Academy 0.31157
## org_name_2Pahoa High School 0.43447
## org_name_2Pearl City High School 0.46636
## org_name_2Radford High School 0.38145
## org_name_2Roosevelt High School 0.48928
## org_name_2Sacred Hearts Academy 0.52133
## org_name_2St Andrews Priory 0.39596
## org_name_2St Francis 0.69245
## org_name_2St Louis School 0.49242
## org_name_2University Lab School 0.24194
## org_name_2Waiakea High School 0.38888
## org_name_2Waialua High School 0.48365
## org_name_2Waianae High School 0.56491
## org_name_2Waimea High School 0.49144
## org_name_2Waipahu High School 0.69442
## user_current_sport_2Basketball 0.02972 *
## user_current_sport_2Boating Related 0.37152
## user_current_sport_2Bowling 0.28074
## user_current_sport_2Boxing 0.49941
## user_current_sport_2Cheerleading 0.00928 **
## user_current_sport_2Dance 0.23764
## user_current_sport_2Diving 0.71424
## user_current_sport_2Equestrian Sports 0.72298
## user_current_sport_2Fencing 0.52365
## user_current_sport_2Field Hockey 0.63174
## user_current_sport_2Football 0.07630 .
## user_current_sport_2Football Freshman 0.14835
## user_current_sport_2Football Junior Varsity 0.42946
## user_current_sport_2Football Middle School 0.76166
## user_current_sport_2Football Varsity 0.83503
## user_current_sport_2Golf 0.25807
## user_current_sport_2Gymnastics 0.01009 *
## user_current_sport_2Martial Arts 0.28427
## user_current_sport_2Motorsports 0.33467
## user_current_sport_2Paddling 0.40201
## user_current_sport_2Rifle 0.32451
## user_current_sport_2Rowing 0.48020
## user_current_sport_2Rugby 0.36800
## user_current_sport_2Sailing 0.92984
## user_current_sport_2Skipped 0.07916 .
## user_current_sport_2Snowboarding boardercross 0.84925
## user_current_sport_2Soccer 0.00638 **
## user_current_sport_2Softball 0.04255 *
## user_current_sport_2Swimming 0.13568
## user_current_sport_2Tennis 0.01661 *
## user_current_sport_2Track & Field 0.20164
## user_current_sport_2Ultimate Frisbee 0.40122
## user_current_sport_2Volleyball 0.00835 **
## user_current_sport_2Water Polo 0.00869 **
## user_current_sport_2Wrestling 0.41902
## user_current_sport_2X-Country 0.21684
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.746 on 8803 degrees of freedom
## (9493 observations deleted due to missingness)
## Multiple R-squared: 0.01983, Adjusted R-squared: 0.008919
## F-statistic: 1.817 on 98 and 8803 DF, p-value: 1.671e-06Reaction Time
Baseline 1 Model
##
## Call:
## lm(formula = user_reaction_time_composite_score_1 ~ user_age_1 +
## org_name_1 + user_current_sport_1, data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.24365 -0.06508 -0.01638 0.04466 2.10561
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 0.7662150 0.1082255 7.080
## user_age_1 -0.0111620 0.0009673 -11.539
## org_name_1Aiea High School -0.0106945 0.0761181 -0.140
## org_name_1Anuenue Schools -0.0329323 0.0767445 -0.429
## org_name_1Assets School -0.0031060 0.0780668 -0.040
## org_name_1Baldwin High School -0.0252563 0.0769924 -0.328
## org_name_1Campbell High School -0.0268873 0.0758356 -0.355
## org_name_1Castle High School -0.0277354 0.0756992 -0.366
## org_name_1Christian Academy -0.0406848 0.0775484 -0.525
## org_name_1Damien Memorial School -0.0276056 0.0757594 -0.364
## org_name_1Farrington High School -0.0341526 0.0756977 -0.451
## org_name_1Hana High School 0.0111277 0.0783214 0.142
## org_name_1Hanalani School -0.0430162 0.0760453 -0.566
## org_name_1Hawaii Baptist Academy -0.0579955 0.0758292 -0.765
## org_name_1Hilo High School -0.0563937 0.0759340 -0.743
## org_name_1Honokaa High School -0.0025486 0.0761996 -0.033
## org_name_1Honolulu Waldorf School 0.0149528 0.0799518 0.187
## org_name_1Iolani School -0.0501822 0.0756405 -0.663
## org_name_1Island Pacific Academy -0.0448331 0.0769188 -0.583
## org_name_1Kahuku High School -0.0308416 0.0757088 -0.407
## org_name_1Kailua High School -0.0294104 0.0759020 -0.387
## org_name_1Kaimuki High School -0.0045687 0.0759419 -0.060
## org_name_1Kaiser High School -0.0648573 0.0757624 -0.856
## org_name_1Kalaheo High School -0.0360075 0.0757984 -0.475
## org_name_1Kalani High School -0.0706249 0.0756819 -0.933
## org_name_1Kapaa High School -0.0347171 0.0757186 -0.459
## org_name_1Kapolei High School -0.0237858 0.0758773 -0.313
## org_name_1Kau High School -0.0039305 0.0778660 -0.050
## org_name_1Kauai High School -0.0473530 0.0758252 -0.625
## org_name_1Keaau High School -0.0313186 0.0757857 -0.413
## org_name_1Kealakehe High School -0.0544170 0.0756244 -0.720
## org_name_1King Kekaulike High School -0.0350960 0.0758193 -0.463
## org_name_1Kohala High School -0.0372144 0.1067388 -0.349
## org_name_1Konawaena High School -0.0670743 0.0762509 -0.880
## org_name_1La Pietra 0.0015665 0.0764117 0.021
## org_name_1Lahainaluna High School -0.0476898 0.0759035 -0.628
## org_name_1Lanai High School -0.0322467 0.0777695 -0.415
## org_name_1Lanakila High School -0.0309420 0.0783869 -0.395
## org_name_1Le Jardin Academy -0.0303227 0.0761708 -0.398
## org_name_1Leilehua High School -0.0426465 0.0756571 -0.564
## org_name_1Lutheran School -0.0504865 0.0871535 -0.579
## org_name_1Maui High School -0.0209869 0.0758931 -0.277
## org_name_1McKinley High School -0.0599946 0.0757594 -0.792
## org_name_1Mid Pacific Institute -0.0169942 0.0756585 -0.225
## org_name_1Mililani High School -0.0459090 0.0756253 -0.607
## org_name_1Moanalua High School -0.0465426 0.0757986 -0.614
## org_name_1Molokai -0.0034760 0.0789627 -0.044
## org_name_1Nanakuli High School 0.0104062 0.0762487 0.136
## org_name_1Pacific Buddhist Academy -0.0718579 0.0839761 -0.856
## org_name_1Pahoa High School -0.0231382 0.0776700 -0.298
## org_name_1Pearl City High School -0.0263846 0.0756456 -0.349
## org_name_1Radford High School -0.0551253 0.0759465 -0.726
## org_name_1Roosevelt High School 0.0406132 0.0758842 0.535
## org_name_1Sacred Hearts Academy -0.0205592 0.0759102 -0.271
## org_name_1St Andrews Priory -0.0194464 0.0766582 -0.254
## org_name_1St Francis -0.0351346 0.0760996 -0.462
## org_name_1St Louis School -0.0246692 0.0760507 -0.324
## org_name_1University Lab School -0.0275847 0.0759067 -0.363
## org_name_1Waiakea High School -0.0401309 0.0763601 -0.526
## org_name_1Waialua High School -0.0400371 0.0759019 -0.527
## org_name_1Waianae High School -0.0089287 0.0763803 -0.117
## org_name_1Waimea High School -0.0352954 0.0758824 -0.465
## org_name_1Waipahu High School -0.0537106 0.0768509 -0.699
## user_current_sport_1Baseball 0.0675856 0.0763811 0.885
## user_current_sport_1Basketball 0.0774853 0.0763000 1.016
## user_current_sport_1Boating Related 0.0841657 0.0811157 1.038
## user_current_sport_1Bobsled 0.7001532 0.1087467 6.438
## user_current_sport_1Bowling 0.0560218 0.0901118 0.622
## user_current_sport_1Boxing 0.0752645 0.0931650 0.808
## user_current_sport_1Bull Riding 0.2183368 0.1317336 1.657
## user_current_sport_1Cheerleading 0.0853472 0.0764266 1.117
## user_current_sport_1Dance 0.0859181 0.0847970 1.013
## user_current_sport_1Diving 0.1295827 0.1313765 0.986
## user_current_sport_1Equestrian Sports 0.1545183 0.1075527 1.437
## user_current_sport_1Fencing 0.1047227 0.1311579 0.798
## user_current_sport_1Field Hockey -0.0017915 0.1312045 -0.014
## user_current_sport_1Football 0.1012143 0.0763280 1.326
## user_current_sport_1Football Freshman 0.0988116 0.0764386 1.293
## user_current_sport_1Football Junior Varsity 0.0826640 0.0763565 1.083
## user_current_sport_1Football Middle School 0.0889674 0.0780448 1.140
## user_current_sport_1Football Varsity 0.0921572 0.0767704 1.200
## user_current_sport_1Golf 0.0457931 0.0798054 0.574
## user_current_sport_1Gymnastics 0.0959160 0.0817200 1.174
## user_current_sport_1Ice Hockey 0.0822480 0.1088598 0.756
## user_current_sport_1Lacrosse 0.2535607 0.1311566 1.933
## user_current_sport_1Martial Arts 0.0768066 0.0765731 1.003
## user_current_sport_1Motocross 0.1852750 0.1311945 1.412
## user_current_sport_1Paddling 0.0726132 0.0799579 0.908
## user_current_sport_1Powerlifting 0.1030239 0.1313284 0.784
## user_current_sport_1Rifle 0.0594495 0.1313012 0.453
## user_current_sport_1Rowing 0.0504858 0.0806523 0.626
## user_current_sport_1Rugby 0.2418986 0.0984028 2.458
## user_current_sport_1Sailing 0.0832481 0.0931573 0.894
## user_current_sport_1Skateboarding 0.0885268 0.0933121 0.949
## user_current_sport_1Skipped 0.1340765 0.0772388 1.736
## user_current_sport_1Snowboarding free ride 0.2141511 0.1312937 1.631
## user_current_sport_1Snowboarding halfpipe 0.3252809 0.1076468 3.022
## user_current_sport_1Soccer 0.0708540 0.0763091 0.929
## user_current_sport_1Softball 0.0782382 0.0764375 1.024
## user_current_sport_1Swimming 0.0740743 0.0769544 0.963
## user_current_sport_1Tennis 0.0705544 0.0768182 0.918
## user_current_sport_1Track & Field 0.0841469 0.0771274 1.091
## user_current_sport_1Ultimate Frisbee 0.0316137 0.1336940 0.236
## user_current_sport_1Volleyball 0.0747939 0.0762742 0.981
## user_current_sport_1Water Polo 0.0868525 0.0766809 1.133
## user_current_sport_1Wrestling 0.1032247 0.0764199 1.351
## user_current_sport_1X-Country 0.0731712 0.0769501 0.951
## Pr(>|t|)
## (Intercept) 1.53e-12 ***
## user_age_1 < 2e-16 ***
## org_name_1Aiea High School 0.88827
## org_name_1Anuenue Schools 0.66785
## org_name_1Assets School 0.96826
## org_name_1Baldwin High School 0.74289
## org_name_1Campbell High School 0.72294
## org_name_1Castle High School 0.71408
## org_name_1Christian Academy 0.59985
## org_name_1Damien Memorial School 0.71558
## org_name_1Farrington High School 0.65187
## org_name_1Hana High School 0.88702
## org_name_1Hanalani School 0.57163
## org_name_1Hawaii Baptist Academy 0.44440
## org_name_1Hilo High School 0.45770
## org_name_1Honokaa High School 0.97332
## org_name_1Honolulu Waldorf School 0.85165
## org_name_1Iolani School 0.50707
## org_name_1Island Pacific Academy 0.56000
## org_name_1Kahuku High School 0.68374
## org_name_1Kailua High School 0.69841
## org_name_1Kaimuki High School 0.95203
## org_name_1Kaiser High School 0.39198
## org_name_1Kalaheo High School 0.63477
## org_name_1Kalani High School 0.35075
## org_name_1Kapaa High School 0.64660
## org_name_1Kapolei High School 0.75392
## org_name_1Kau High School 0.95974
## org_name_1Kauai High School 0.53231
## org_name_1Keaau High School 0.67943
## org_name_1Kealakehe High School 0.47181
## org_name_1King Kekaulike High School 0.64345
## org_name_1Kohala High School 0.72736
## org_name_1Konawaena High School 0.37907
## org_name_1La Pietra 0.98364
## org_name_1Lahainaluna High School 0.52982
## org_name_1Lanai High School 0.67841
## org_name_1Lanakila High School 0.69305
## org_name_1Le Jardin Academy 0.69057
## org_name_1Leilehua High School 0.57298
## org_name_1Lutheran School 0.56241
## org_name_1Maui High School 0.78214
## org_name_1McKinley High School 0.42843
## org_name_1Mid Pacific Institute 0.82228
## org_name_1Mililani High School 0.54382
## org_name_1Moanalua High School 0.53921
## org_name_1Molokai 0.96489
## org_name_1Nanakuli High School 0.89145
## org_name_1Pacific Buddhist Academy 0.39219
## org_name_1Pahoa High School 0.76578
## org_name_1Pearl City High School 0.72725
## org_name_1Radford High School 0.46795
## org_name_1Roosevelt High School 0.59252
## org_name_1Sacred Hearts Academy 0.78652
## org_name_1St Andrews Priory 0.79975
## org_name_1St Francis 0.64431
## org_name_1St Louis School 0.74566
## org_name_1University Lab School 0.71631
## org_name_1Waiakea High School 0.59921
## org_name_1Waialua High School 0.59787
## org_name_1Waianae High School 0.90694
## org_name_1Waimea High School 0.64185
## org_name_1Waipahu High School 0.48463
## user_current_sport_1Baseball 0.37626
## user_current_sport_1Basketball 0.30987
## user_current_sport_1Boating Related 0.29948
## user_current_sport_1Bobsled 1.26e-10 ***
## user_current_sport_1Bowling 0.53416
## user_current_sport_1Boxing 0.41919
## user_current_sport_1Bull Riding 0.09747 .
## user_current_sport_1Cheerleading 0.26414
## user_current_sport_1Dance 0.31098
## user_current_sport_1Diving 0.32399
## user_current_sport_1Equestrian Sports 0.15084
## user_current_sport_1Fencing 0.42463
## user_current_sport_1Field Hockey 0.98911
## user_current_sport_1Football 0.18485
## user_current_sport_1Football Freshman 0.19615
## user_current_sport_1Football Junior Varsity 0.27901
## user_current_sport_1Football Middle School 0.25433
## user_current_sport_1Football Varsity 0.23000
## user_current_sport_1Golf 0.56611
## user_current_sport_1Gymnastics 0.24054
## user_current_sport_1Ice Hockey 0.44994
## user_current_sport_1Lacrosse 0.05323 .
## user_current_sport_1Martial Arts 0.31586
## user_current_sport_1Motocross 0.15792
## user_current_sport_1Paddling 0.36382
## user_current_sport_1Powerlifting 0.43278
## user_current_sport_1Rifle 0.65072
## user_current_sport_1Rowing 0.53135
## user_current_sport_1Rugby 0.01398 *
## user_current_sport_1Sailing 0.37154
## user_current_sport_1Skateboarding 0.34279
## user_current_sport_1Skipped 0.08262 .
## user_current_sport_1Snowboarding free ride 0.10290
## user_current_sport_1Snowboarding halfpipe 0.00252 **
## user_current_sport_1Soccer 0.35316
## user_current_sport_1Softball 0.30607
## user_current_sport_1Swimming 0.33578
## user_current_sport_1Tennis 0.35840
## user_current_sport_1Track & Field 0.27529
## user_current_sport_1Ultimate Frisbee 0.81308
## user_current_sport_1Volleyball 0.32682
## user_current_sport_1Water Polo 0.25739
## user_current_sport_1Wrestling 0.17680
## user_current_sport_1X-Country 0.34168
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1066 on 10762 degrees of freedom
## (7526 observations deleted due to missingness)
## Multiple R-squared: 0.06378, Adjusted R-squared: 0.05455
## F-statistic: 6.916 on 106 and 10762 DF, p-value: < 2.2e-16Baseline 2 Model
##
## Call:
## lm(formula = user_reaction_time_composite_score_2 ~ user_age_2 +
## org_name_2 + user_current_sport_2, data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.79906 -0.04579 -0.00544 0.03910 0.43712
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 0.7681407 0.0693622 11.074
## user_age_2 -0.0055470 0.0005802 -9.560
## org_name_2Aiea High School -0.0556490 0.0475980 -1.169
## org_name_2Anuenue Schools -0.0636290 0.0479963 -1.326
## org_name_2Assets School -0.0656453 0.0487937 -1.345
## org_name_2Baldwin High School -0.0627008 0.0481473 -1.302
## org_name_2Campbell High School -0.0619525 0.0474393 -1.306
## org_name_2Castle High School -0.0602358 0.0473410 -1.272
## org_name_2Christian Academy -0.0558730 0.0483444 -1.156
## org_name_2Damien Memorial School -0.0574420 0.0473460 -1.213
## org_name_2Farrington High School -0.0648608 0.0473361 -1.370
## org_name_2Hana High School -0.0165293 0.0488293 -0.339
## org_name_2Hanalani School -0.0796446 0.0475214 -1.676
## org_name_2Hawaii Baptist Academy -0.0812109 0.0473840 -1.714
## org_name_2Hilo High School -0.0856351 0.0474973 -1.803
## org_name_2Honokaa High School -0.0403973 0.0476392 -0.848
## org_name_2Honolulu Waldorf School -0.0477381 0.0499092 -0.956
## org_name_2Iolani School -0.0879088 0.0472665 -1.860
## org_name_2Island Pacific Academy -0.0741690 0.0480661 -1.543
## org_name_2Kahuku High School -0.0671225 0.0473553 -1.417
## org_name_2Kailua High School -0.0672714 0.0474717 -1.417
## org_name_2Kaimuki High School -0.0436922 0.0474882 -0.920
## org_name_2Kaiser High School -0.0950788 0.0473834 -2.007
## org_name_2Kalaheo High School -0.0684313 0.0474041 -1.444
## org_name_2Kalani High School -0.0970032 0.0473282 -2.050
## org_name_2Kapaa High School -0.0698996 0.0473516 -1.476
## org_name_2Kapolei High School -0.0667654 0.0474455 -1.407
## org_name_2Kau High School -0.0592985 0.0485558 -1.221
## org_name_2Kauai High School -0.0743144 0.0474078 -1.568
## org_name_2Keaau High School -0.0654363 0.0473998 -1.381
## org_name_2Kealakehe High School -0.0877537 0.0473010 -1.855
## org_name_2King Kekaulike High School -0.0707725 0.0474171 -1.493
## org_name_2Kohala High School -0.0483623 0.0664978 -0.727
## org_name_2Konawaena High School -0.0949425 0.0476752 -1.991
## org_name_2La Pietra -0.0373981 0.0477608 -0.783
## org_name_2Lahainaluna High School -0.0726416 0.0474753 -1.530
## org_name_2Lanai High School -0.0448525 0.0486331 -0.922
## org_name_2Lanakila High School -0.0461424 0.0488711 -0.944
## org_name_2Le Jardin Academy -0.0689057 0.0476175 -1.447
## org_name_2Leilehua High School -0.0707674 0.0473147 -1.496
## org_name_2Lutheran School -0.0497568 0.0557960 -0.892
## org_name_2Maui High School -0.0677140 0.0474596 -1.427
## org_name_2McKinley High School -0.0811797 0.0473796 -1.713
## org_name_2Mid Pacific Institute -0.0522218 0.0472889 -1.104
## org_name_2Mililani High School -0.0728674 0.0472972 -1.541
## org_name_2Moanalua High School -0.0794242 0.0474002 -1.676
## org_name_2Molokai -0.0450995 0.0493967 -0.913
## org_name_2Nanakuli High School -0.0398231 0.0476823 -0.835
## org_name_2Pacific Buddhist Academy -0.0702740 0.0519593 -1.352
## org_name_2Pahoa High School -0.0542815 0.0485597 -1.118
## org_name_2Pearl City High School -0.0633294 0.0473055 -1.339
## org_name_2Radford High School -0.0773263 0.0474955 -1.628
## org_name_2Roosevelt High School -0.0762433 0.0474543 -1.607
## org_name_2Sacred Hearts Academy -0.0566332 0.0474553 -1.193
## org_name_2St Andrews Priory -0.0519399 0.0479120 -1.084
## org_name_2St Francis -0.0561877 0.0475583 -1.181
## org_name_2St Louis School -0.0582517 0.0475403 -1.225
## org_name_2University Lab School -0.0595194 0.0474301 -1.255
## org_name_2Waiakea High School -0.0725391 0.0477511 -1.519
## org_name_2Waialua High School -0.0611095 0.0474683 -1.287
## org_name_2Waianae High School -0.0471796 0.0477682 -0.988
## org_name_2Waimea High School -0.0668262 0.0474510 -1.408
## org_name_2Waipahu High School -0.0751516 0.0480448 -1.564
## user_current_sport_2Badminton -0.0486167 0.0819385 -0.593
## user_current_sport_2Baseball -0.0434775 0.0481860 -0.902
## user_current_sport_2Basketball -0.0343396 0.0481518 -0.713
## user_current_sport_2Boating Related -0.0582512 0.0508225 -1.146
## user_current_sport_2Bowling -0.0467855 0.0501627 -0.933
## user_current_sport_2Boxing -0.0208386 0.0820193 -0.254
## user_current_sport_2Bull Riding -0.0737540 0.0819753 -0.900
## user_current_sport_2Cheerleading -0.0256058 0.0482518 -0.531
## user_current_sport_2Dance -0.0245614 0.0672008 -0.365
## user_current_sport_2Diving -0.0058107 0.0564651 -0.103
## user_current_sport_2Equestrian Sports 0.0534893 0.0820101 0.652
## user_current_sport_2Fencing -0.0914804 0.0817703 -1.119
## user_current_sport_2Field Hockey 0.0252177 0.0671492 0.376
## user_current_sport_2Football -0.0204049 0.0481838 -0.423
## user_current_sport_2Football Freshman -0.0194675 0.0496078 -0.392
## user_current_sport_2Football Junior Varsity -0.0058013 0.0487913 -0.119
## user_current_sport_2Football Middle School -0.0314744 0.0517176 -0.609
## user_current_sport_2Football Varsity -0.0271958 0.0481785 -0.564
## user_current_sport_2Golf -0.0550494 0.0497925 -1.106
## user_current_sport_2Gymnastics -0.0271614 0.0615916 -0.441
## user_current_sport_2Ice Hockey -0.0820087 0.0681020 -1.204
## user_current_sport_2Martial Arts -0.0308303 0.0482476 -0.639
## user_current_sport_2Motocross -0.0098424 0.0821619 -0.120
## user_current_sport_2Motorsports -0.0719325 0.0821690 -0.875
## user_current_sport_2Paddling -0.0220486 0.0489418 -0.451
## user_current_sport_2Rifle -0.0280192 0.0525210 -0.533
## user_current_sport_2Rowing -0.0579266 0.0495292 -1.170
## user_current_sport_2Rugby 0.1437570 0.0813106 1.768
## user_current_sport_2Sailing -0.0664388 0.0566248 -1.173
## user_current_sport_2Skateboarding -0.0215818 0.0672966 -0.321
## user_current_sport_2Skipped -0.0113289 0.0481419 -0.235
## user_current_sport_2Snowboarding boardercross -0.0287484 0.0820175 -0.351
## user_current_sport_2Soccer -0.0387271 0.0481578 -0.804
## user_current_sport_2Softball -0.0349228 0.0482582 -0.724
## user_current_sport_2Swimming -0.0113141 0.0487910 -0.232
## user_current_sport_2Tennis -0.0412050 0.0485063 -0.849
## user_current_sport_2Track & Field -0.0435602 0.0484573 -0.899
## user_current_sport_2Volleyball -0.0396503 0.0481632 -0.823
## user_current_sport_2Water Polo -0.0234724 0.0483126 -0.486
## user_current_sport_2Wrestling -0.0213946 0.0481922 -0.444
## user_current_sport_2X-Country -0.0323022 0.0485070 -0.666
## Pr(>|t|)
## (Intercept) <2e-16 ***
## user_age_2 <2e-16 ***
## org_name_2Aiea High School 0.2424
## org_name_2Anuenue Schools 0.1850
## org_name_2Assets School 0.1785
## org_name_2Baldwin High School 0.1929
## org_name_2Campbell High School 0.1916
## org_name_2Castle High School 0.2033
## org_name_2Christian Academy 0.2478
## org_name_2Damien Memorial School 0.2251
## org_name_2Farrington High School 0.1706
## org_name_2Hana High School 0.7350
## org_name_2Hanalani School 0.0938 .
## org_name_2Hawaii Baptist Academy 0.0866 .
## org_name_2Hilo High School 0.0714 .
## org_name_2Honokaa High School 0.3965
## org_name_2Honolulu Waldorf School 0.3388
## org_name_2Iolani School 0.0629 .
## org_name_2Island Pacific Academy 0.1228
## org_name_2Kahuku High School 0.1564
## org_name_2Kailua High School 0.1565
## org_name_2Kaimuki High School 0.3576
## org_name_2Kaiser High School 0.0448 *
## org_name_2Kalaheo High School 0.1489
## org_name_2Kalani High School 0.0404 *
## org_name_2Kapaa High School 0.1399
## org_name_2Kapolei High School 0.1594
## org_name_2Kau High School 0.2220
## org_name_2Kauai High School 0.1170
## org_name_2Keaau High School 0.1675
## org_name_2Kealakehe High School 0.0636 .
## org_name_2King Kekaulike High School 0.1356
## org_name_2Kohala High School 0.4671
## org_name_2Konawaena High School 0.0465 *
## org_name_2La Pietra 0.4336
## org_name_2Lahainaluna High School 0.1260
## org_name_2Lanai High School 0.3564
## org_name_2Lanakila High School 0.3451
## org_name_2Le Jardin Academy 0.1479
## org_name_2Leilehua High School 0.1348
## org_name_2Lutheran School 0.3725
## org_name_2Maui High School 0.1537
## org_name_2McKinley High School 0.0867 .
## org_name_2Mid Pacific Institute 0.2695
## org_name_2Mililani High School 0.1234
## org_name_2Moanalua High School 0.0938 .
## org_name_2Molokai 0.3613
## org_name_2Nanakuli High School 0.4036
## org_name_2Pacific Buddhist Academy 0.1762
## org_name_2Pahoa High School 0.2637
## org_name_2Pearl City High School 0.1807
## org_name_2Radford High School 0.1035
## org_name_2Roosevelt High School 0.1082
## org_name_2Sacred Hearts Academy 0.2327
## org_name_2St Andrews Priory 0.2784
## org_name_2St Francis 0.2374
## org_name_2St Louis School 0.2205
## org_name_2University Lab School 0.2095
## org_name_2Waiakea High School 0.1288
## org_name_2Waialua High School 0.1980
## org_name_2Waianae High School 0.3233
## org_name_2Waimea High School 0.1591
## org_name_2Waipahu High School 0.1178
## user_current_sport_2Badminton 0.5530
## user_current_sport_2Baseball 0.3669
## user_current_sport_2Basketball 0.4758
## user_current_sport_2Boating Related 0.2518
## user_current_sport_2Bowling 0.3510
## user_current_sport_2Boxing 0.7994
## user_current_sport_2Bull Riding 0.3683
## user_current_sport_2Cheerleading 0.5957
## user_current_sport_2Dance 0.7148
## user_current_sport_2Diving 0.9180
## user_current_sport_2Equestrian Sports 0.5143
## user_current_sport_2Fencing 0.2633
## user_current_sport_2Field Hockey 0.7073
## user_current_sport_2Football 0.6720
## user_current_sport_2Football Freshman 0.6948
## user_current_sport_2Football Junior Varsity 0.9054
## user_current_sport_2Football Middle School 0.5428
## user_current_sport_2Football Varsity 0.5724
## user_current_sport_2Golf 0.2689
## user_current_sport_2Gymnastics 0.6592
## user_current_sport_2Ice Hockey 0.2285
## user_current_sport_2Martial Arts 0.5228
## user_current_sport_2Motocross 0.9046
## user_current_sport_2Motorsports 0.3814
## user_current_sport_2Paddling 0.6524
## user_current_sport_2Rifle 0.5937
## user_current_sport_2Rowing 0.2422
## user_current_sport_2Rugby 0.0771 .
## user_current_sport_2Sailing 0.2407
## user_current_sport_2Skateboarding 0.7484
## user_current_sport_2Skipped 0.8140
## user_current_sport_2Snowboarding boardercross 0.7260
## user_current_sport_2Soccer 0.4213
## user_current_sport_2Softball 0.4693
## user_current_sport_2Swimming 0.8166
## user_current_sport_2Tennis 0.3956
## user_current_sport_2Track & Field 0.3687
## user_current_sport_2Volleyball 0.4104
## user_current_sport_2Water Polo 0.6271
## user_current_sport_2Wrestling 0.6571
## user_current_sport_2X-Country 0.5055
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.06624 on 10815 degrees of freedom
## (7476 observations deleted due to missingness)
## Multiple R-squared: 0.07597, Adjusted R-squared: 0.06717
## F-statistic: 8.633 on 103 and 10815 DF, p-value: < 2.2e-16Score Increase Model
##
## Call:
## lm(formula = reaction_time_diff ~ user_age_2 + org_name_2 + user_current_sport_2,
## data = baseline_final)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.15792 -0.04829 -0.01827 0.02622 2.19349
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 0.0859827 0.0875619 0.982
## user_age_2 -0.0017444 0.0007325 -2.382
## org_name_2Aiea High School 0.0580963 0.0600871 0.967
## org_name_2Anuenue Schools 0.0424242 0.0605899 0.700
## org_name_2Assets School 0.0648884 0.0615965 1.053
## org_name_2Baldwin High School 0.0444322 0.0607805 0.731
## org_name_2Campbell High School 0.0442741 0.0598867 0.739
## org_name_2Castle High School 0.0422137 0.0597626 0.706
## org_name_2Christian Academy 0.0276641 0.0610293 0.453
## org_name_2Damien Memorial School 0.0447751 0.0597689 0.749
## org_name_2Farrington High School 0.0409557 0.0597564 0.685
## org_name_2Hana High School 0.0431688 0.0616414 0.700
## org_name_2Hanalani School 0.0492556 0.0599903 0.821
## org_name_2Hawaii Baptist Academy 0.0385103 0.0598170 0.644
## org_name_2Hilo High School 0.0391984 0.0599600 0.654
## org_name_2Honokaa High School 0.0401428 0.0601391 0.667
## org_name_2Honolulu Waldorf School 0.0759878 0.0630047 1.206
## org_name_2Iolani School 0.0520050 0.0596685 0.872
## org_name_2Island Pacific Academy 0.0404443 0.0606780 0.667
## org_name_2Kahuku High School 0.0439383 0.0597807 0.735
## org_name_2Kailua High School 0.0479184 0.0599275 0.800
## org_name_2Kaimuki High School 0.0500954 0.0599484 0.836
## org_name_2Kaiser High School 0.0386571 0.0598161 0.646
## org_name_2Kalaheo High School 0.0445727 0.0598422 0.745
## org_name_2Kalani High School 0.0360416 0.0597465 0.603
## org_name_2Kapaa High School 0.0464317 0.0597760 0.777
## org_name_2Kapolei High School 0.0489528 0.0598945 0.817
## org_name_2Kau High School 0.0575150 0.0612961 0.938
## org_name_2Kauai High School 0.0346977 0.0598470 0.580
## org_name_2Keaau High School 0.0430088 0.0598369 0.719
## org_name_2Kealakehe High School 0.0371026 0.0597121 0.621
## org_name_2King Kekaulike High School 0.0444737 0.0598587 0.743
## org_name_2Kohala High School 0.0251618 0.0839460 0.300
## org_name_2Konawaena High School 0.0392930 0.0601845 0.653
## org_name_2La Pietra 0.0556907 0.0602926 0.924
## org_name_2Lahainaluna High School 0.0360916 0.0599321 0.602
## org_name_2Lanai High School 0.0192841 0.0613937 0.314
## org_name_2Lanakila High School 0.0281430 0.0616942 0.456
## org_name_2Le Jardin Academy 0.0534187 0.0601117 0.889
## org_name_2Leilehua High School 0.0380328 0.0597294 0.637
## org_name_2Lutheran School 0.0127354 0.0704361 0.181
## org_name_2Maui High School 0.0541231 0.0599123 0.903
## org_name_2McKinley High School 0.0305540 0.0598113 0.511
## org_name_2Mid Pacific Institute 0.0488735 0.0596969 0.819
## org_name_2Mililani High School 0.0391197 0.0597074 0.655
## org_name_2Moanalua High School 0.0422392 0.0598373 0.706
## org_name_2Molokai 0.0486804 0.0623577 0.781
## org_name_2Nanakuli High School 0.0596812 0.0601935 0.991
## org_name_2Pacific Buddhist Academy 0.0075079 0.0655927 0.114
## org_name_2Pahoa High School 0.0336916 0.0613011 0.550
## org_name_2Pearl City High School 0.0509844 0.0597178 0.854
## org_name_2Radford High School 0.0302357 0.0599576 0.504
## org_name_2Roosevelt High School 0.1227673 0.0599056 2.049
## org_name_2Sacred Hearts Academy 0.0445581 0.0599069 0.744
## org_name_2St Andrews Priory 0.0431003 0.0604834 0.713
## org_name_2St Francis 0.0414921 0.0600369 0.691
## org_name_2St Louis School 0.0417104 0.0600142 0.695
## org_name_2University Lab School 0.0482287 0.0598751 0.805
## org_name_2Waiakea High School 0.0420186 0.0602803 0.697
## org_name_2Waialua High School 0.0331211 0.0599233 0.553
## org_name_2Waianae High School 0.0468664 0.0603019 0.777
## org_name_2Waimea High School 0.0450792 0.0599014 0.753
## org_name_2Waipahu High School 0.0292008 0.0606511 0.481
## user_current_sport_2Badminton -0.0425465 0.1034380 -0.411
## user_current_sport_2Baseball -0.0279748 0.0608293 -0.460
## user_current_sport_2Basketball -0.0243294 0.0607861 -0.400
## user_current_sport_2Boating Related -0.0794797 0.0641577 -1.239
## user_current_sport_2Bowling -0.0356822 0.0633247 -0.563
## user_current_sport_2Boxing 0.3091829 0.1035400 2.986
## user_current_sport_2Bull Riding 0.0027288 0.1034844 0.026
## user_current_sport_2Cheerleading -0.0283268 0.0609124 -0.465
## user_current_sport_2Dance -0.0501746 0.0848334 -0.591
## user_current_sport_2Diving -0.0255268 0.0712808 -0.358
## user_current_sport_2Equestrian Sports -0.0515346 0.1035284 -0.498
## user_current_sport_2Fencing 0.1699222 0.1032257 1.646
## user_current_sport_2Field Hockey -0.0143910 0.0847682 -0.170
## user_current_sport_2Football -0.0221366 0.0608265 -0.364
## user_current_sport_2Football Freshman -0.0274977 0.0626242 -0.439
## user_current_sport_2Football Junior Varsity -0.0312185 0.0615934 -0.507
## user_current_sport_2Football Middle School -0.0175215 0.0652875 -0.268
## user_current_sport_2Football Varsity -0.0160769 0.0608198 -0.264
## user_current_sport_2Golf -0.0246194 0.0628574 -0.392
## user_current_sport_2Gymnastics -0.0007257 0.0777524 -0.009
## user_current_sport_2Ice Hockey 0.0043756 0.0859710 0.051
## user_current_sport_2Martial Arts -0.0235709 0.0609071 -0.387
## user_current_sport_2Motocross -0.0947980 0.1037200 -0.914
## user_current_sport_2Motorsports -0.0643059 0.1037290 -0.620
## user_current_sport_2Paddling -0.0296216 0.0617835 -0.479
## user_current_sport_2Rifle -0.0313974 0.0663018 -0.474
## user_current_sport_2Rowing -0.0471402 0.0625250 -0.754
## user_current_sport_2Rugby -0.0120323 0.1026453 -0.117
## user_current_sport_2Sailing 0.0102409 0.0714823 0.143
## user_current_sport_2Skateboarding -0.0080516 0.0849543 -0.095
## user_current_sport_2Skipped -0.0164088 0.0607736 -0.270
## user_current_sport_2Snowboarding boardercross -0.0913093 0.1035377 -0.882
## user_current_sport_2Soccer -0.0282668 0.0607938 -0.465
## user_current_sport_2Softball -0.0278538 0.0609205 -0.457
## user_current_sport_2Swimming -0.0233725 0.0615931 -0.379
## user_current_sport_2Tennis -0.0322483 0.0612336 -0.527
## user_current_sport_2Track & Field -0.0176032 0.0611718 -0.288
## user_current_sport_2Volleyball -0.0246462 0.0608005 -0.405
## user_current_sport_2Water Polo -0.0199394 0.0609892 -0.327
## user_current_sport_2Wrestling -0.0187975 0.0608372 -0.309
## user_current_sport_2X-Country -0.0324088 0.0612345 -0.529
## Pr(>|t|)
## (Intercept) 0.32614
## user_age_2 0.01726 *
## org_name_2Aiea High School 0.33363
## org_name_2Anuenue Schools 0.48383
## org_name_2Assets School 0.29216
## org_name_2Baldwin High School 0.46478
## org_name_2Campbell High School 0.45974
## org_name_2Castle High School 0.47998
## org_name_2Christian Academy 0.65035
## org_name_2Damien Memorial School 0.45379
## org_name_2Farrington High School 0.49312
## org_name_2Hana High School 0.48374
## org_name_2Hanalani School 0.41163
## org_name_2Hawaii Baptist Academy 0.51972
## org_name_2Hilo High School 0.51329
## org_name_2Honokaa High School 0.50447
## org_name_2Honolulu Waldorf School 0.22782
## org_name_2Iolani School 0.38347
## org_name_2Island Pacific Academy 0.50508
## org_name_2Kahuku High School 0.46236
## org_name_2Kailua High School 0.42396
## org_name_2Kaimuki High School 0.40337
## org_name_2Kaiser High School 0.51812
## org_name_2Kalaheo High School 0.45639
## org_name_2Kalani High School 0.54636
## org_name_2Kapaa High School 0.43732
## org_name_2Kapolei High School 0.41377
## org_name_2Kau High School 0.34810
## org_name_2Kauai High School 0.56208
## org_name_2Keaau High School 0.47230
## org_name_2Kealakehe High School 0.53438
## org_name_2King Kekaulike High School 0.45751
## org_name_2Kohala High School 0.76438
## org_name_2Konawaena High School 0.51385
## org_name_2La Pietra 0.35568
## org_name_2Lahainaluna High School 0.54705
## org_name_2Lanai High School 0.75345
## org_name_2Lanakila High School 0.64828
## org_name_2Le Jardin Academy 0.37421
## org_name_2Leilehua High School 0.52430
## org_name_2Lutheran School 0.85652
## org_name_2Maui High School 0.36635
## org_name_2McKinley High School 0.60947
## org_name_2Mid Pacific Institute 0.41298
## org_name_2Mililani High School 0.51236
## org_name_2Moanalua High School 0.48026
## org_name_2Molokai 0.43502
## org_name_2Nanakuli High School 0.32147
## org_name_2Pacific Buddhist Academy 0.90887
## org_name_2Pahoa High School 0.58260
## org_name_2Pearl City High School 0.39326
## org_name_2Radford High School 0.61407
## org_name_2Roosevelt High School 0.04045 *
## org_name_2Sacred Hearts Academy 0.45702
## org_name_2St Andrews Priory 0.47611
## org_name_2St Francis 0.48951
## org_name_2St Louis School 0.48706
## org_name_2University Lab School 0.42056
## org_name_2Waiakea High School 0.48578
## org_name_2Waialua High School 0.58046
## org_name_2Waianae High School 0.43706
## org_name_2Waimea High School 0.45173
## org_name_2Waipahu High School 0.63020
## user_current_sport_2Badminton 0.68084
## user_current_sport_2Baseball 0.64560
## user_current_sport_2Basketball 0.68898
## user_current_sport_2Boating Related 0.21544
## user_current_sport_2Bowling 0.57312
## user_current_sport_2Boxing 0.00283 **
## user_current_sport_2Bull Riding 0.97896
## user_current_sport_2Cheerleading 0.64191
## user_current_sport_2Dance 0.55423
## user_current_sport_2Diving 0.72026
## user_current_sport_2Equestrian Sports 0.61865
## user_current_sport_2Fencing 0.09977 .
## user_current_sport_2Field Hockey 0.86520
## user_current_sport_2Football 0.71592
## user_current_sport_2Football Freshman 0.66060
## user_current_sport_2Football Junior Varsity 0.61227
## user_current_sport_2Football Middle School 0.78842
## user_current_sport_2Football Varsity 0.79153
## user_current_sport_2Golf 0.69531
## user_current_sport_2Gymnastics 0.99255
## user_current_sport_2Ice Hockey 0.95941
## user_current_sport_2Martial Arts 0.69877
## user_current_sport_2Motocross 0.36075
## user_current_sport_2Motorsports 0.53531
## user_current_sport_2Paddling 0.63163
## user_current_sport_2Rifle 0.63583
## user_current_sport_2Rowing 0.45090
## user_current_sport_2Rugby 0.90669
## user_current_sport_2Sailing 0.88608
## user_current_sport_2Skateboarding 0.92449
## user_current_sport_2Skipped 0.78717
## user_current_sport_2Snowboarding boardercross 0.37785
## user_current_sport_2Soccer 0.64197
## user_current_sport_2Softball 0.64753
## user_current_sport_2Swimming 0.70435
## user_current_sport_2Tennis 0.59845
## user_current_sport_2Track & Field 0.77353
## user_current_sport_2Volleyball 0.68522
## user_current_sport_2Water Polo 0.74372
## user_current_sport_2Wrestling 0.75734
## user_current_sport_2X-Country 0.59664
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.08362 on 10815 degrees of freedom
## (7476 observations deleted due to missingness)
## Multiple R-squared: 0.0283, Adjusted R-squared: 0.01904
## F-statistic: 3.058 on 103 and 10815 DF, p-value: < 2.2e-16Baseline Score Descriptive Statistics by Age
Values obtained from sample of individuals who increased their score on at least one composite test on Baseline 2
Age 10
Verbal Memory
Baseline 1
Baseline 2
Point Increase
Visual Memory
Baseline 1
Baseline 2
Point Increase
Visual Motor
Baseline 1
Baseline 2
Point Increase
Impulse Control
Baseline 1
Baseline 2
Point Increase
Reaction Time
Baseline 1
Baseline 2
Point Increase
Age 11
Verbal Memory
Baseline 1
Baseline 2
Point Increase
Visual Memory
Baseline 1
Baseline 2
Point Increase
Visual Motor
Baseline 1
Baseline 2
Point Increase
Impulse Control
Baseline 1
Baseline 2
Point Increase
Reaction Time
Baseline 1
Baseline 2
Point Increase
Age 12
Verbal Memory
Baseline 1
Baseline 2
Point Increase
Visual Memory
Baseline 1
Baseline 2
Point Increase
Visual Motor
Baseline 1
Baseline 2
Point Increase
Impulse Control
Baseline 1
Baseline 2
Point Increase
Reaction Time
Baseline 1
Baseline 2
Point Increase
Age 13
Verbal Memory
Baseline 1
Baseline 2
Point Increase
Visual Memory
Baseline 1
Baseline 2
Point Increase
Visual Motor
Baseline 1
Baseline 2
Point Increase
Impulse Control
Baseline 1
Baseline 2
Point Increase
Reaction Time
Baseline 1
Baseline 2
Point Increase
Age 14
Verbal Memory
Baseline 1
Baseline 2
Point Increase
Visual Memory
Baseline 1
Baseline 2
Point Increase
Visual Motor
Baseline 1
Baseline 2
Point Increase
Impulse Control
Baseline 1
Baseline 2
Point Increase
Reaction Time
Baseline 1
Baseline 2
Point Increase
Age 15
Verbal Memory
Baseline 1
Baseline 2
Point Increase
Visual Memory
Baseline 1
Baseline 2
Point Increase
Visual Motor
Baseline 1
Baseline 2
Point Increase
Impulse Control
Baseline 1
Baseline 2
Point Increase
Reaction Time
Baseline 1
Baseline 2
Point Increase
Age 16
Verbal Memory
Baseline 1
Baseline 2
Point Increase
Visual Memory
Baseline 1
Baseline 2
Point Increase
Visual Motor
Baseline 1
Baseline 2
Point Increase
Impulse Control
Baseline 1
Baseline 2
Point Increase
Reaction Time
Baseline 1
Baseline 2
Point Increase
Age 17
Verbal Memory
Baseline 1
Baseline 2
Point Increase
Visual Memory
Baseline 1
Baseline 2
Point Increase
Visual Motor
Baseline 1
Baseline 2
Point Increase
Impulse Control
Baseline 1
Baseline 2
Point Increase
Reaction Time
Baseline 1
Baseline 2
Point Increase
Age 18
Verbal Memory
Baseline 1
Baseline 2
Point Increase
Visual Memory
Baseline 1
Baseline 2
Point Increase
Visual Motor
Baseline 1
Baseline 2
Point Increase
Impulse Control
Baseline 1
Baseline 2
Point Increase
Reaction Time
Baseline 1
Baseline 2
Point Increase
Baseline and Post-Injury Test Comparison
Background Information
Sample Size
Age Range Baseline
Age Totals Baseline
Age Range Post-Injury
Age Totals Post-Injury
School Baseline
School Post-Injury
Sport Baseline
Sport Post-Injury
Percent Decrease from Baseline to Post-Injury
Verbal Memory
A paired T-test was used to compare the mean verbal memory composite scores of individuals who completed one baseline and one post-injury assessment (n = 4,540). Performance on the verbal memory composite between baseline 1 and post-injury 1 assessments was determined to not be significant, t(4,539) = 1.837, p = .066. The mean baseline 1 score (M = 82.56) was not significantly different than the mean post-injury 1 score (M = 82.19).
Boxplot
T-Test Results
##
## Paired t-test
##
## data: bl_pi_mem_verbal_1 and bl_pi_mem_verbal_2
## t = 1.8369, df = 4539, p-value = 0.06629
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -0.02518812 0.77408680
## sample estimates:
## mean of the differences
## 0.3744493Baseline Summary
Baseline Histogram
Post-Injury Summary
Post-Injury Histogram
Visual Memory
A paired T-test was used to compare the mean visual memory composite scores of individuals who completed one baseline and one post-injury assessment (n = 4,540). Performance on the visual memory composite between baseline 1 and post-injury 1 assessments was determined to not be significant, t(4,539) = -0.497, p = .62. The mean baseline 1 score (M = 72.16) was not significantly different than the mean post-injury 1 score (M = 72.27).
Boxplot
T-Test Results
##
## Paired t-test
##
## data: bl_pi_mem_visual_1 and bl_pi_mem_visual_2
## t = -0.4971, df = 4539, p-value = 0.6191
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -0.5531866 0.3293980
## sample estimates:
## mean of the differences
## -0.1118943Baseline Summary
Baseline Histogram
Post-Injury Summary
Post-Injury Histogram
Visual Motor
A paired T-test was used to compare the mean visual motor composite scores of individuals who completed one baseline and one post-injury assessment (n = 4,540). Performance on the visual motor composite between baseline 1 and post-injury 1 assessments was determined to be significantly different with individuals achieving a better visual motor score on the post-injury assessment, t(4,539) = -19.244, p < .0001. The mean baseline 1 score (M = 34.11) was significantly different than the mean post-injury 1 score (M = 36.04).
Boxplot
T-Test Results
##
## Paired t-test
##
## data: bl_pi_visual_motor_1 and bl_pi_visual_motor_2
## t = -19.244, df = 4539, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -2.125953 -1.732840
## sample estimates:
## mean of the differences
## -1.929396Baseline Summary
Baseline Histogram
Post-Injury Summary
Post-Injury Histogram
Impulse Control
A paired T-test was used to compare the mean impulse control composite scores of individuals who completed one baseline and one post-injury assessment (n = 4,540). Performance on the impulse control composite between baseline 1 and post-injury 1 assessments was determined to not be significant, t(4,539) = -0.850, p = .395. The mean baseline 1 score (M = 7.73) was not significantly different than the mean post-injury 1 score (M = 7.82).
Boxplot
T-Test Results
##
## Paired t-test
##
## data: bl_pi_impulse_control_1 and bl_pi_impulse_control_2
## t = -0.8502, df = 4539, p-value = 0.3953
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -0.3087457 0.1219616
## sample estimates:
## mean of the differences
## -0.09339207Baseline Summary
Baseline Histogram
Post-Injury Summary
Post-Injury Histogram
Reaction Time
A paired T-test was used to compare the mean reaction time composite scores of individuals who completed one baseline and one post-injury assessment (n = 4,540). Performance on the reaction time composite between baseline 1 and post-injury 1 assessments was determined to be significantly different with individuals achieving a better reaction time score on the baseline assessment, t(4,539) = -3.893, p = .0001. The mean baseline 1 score (M = 0.64) was significantly different than the mean post-injury 1 score (M = 0.65).
Boxplot
T-Test Results
##
## Paired t-test
##
## data: bl_pi_reaction_time_1 and bl_pi_reaction_time_2
## t = -3.8927, df = 4539, p-value = 0.0001006
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -0.011976096 -0.003953419
## sample estimates:
## mean of the differences
## -0.007964758Baseline Summary
Baseline Histogram
Post-Injury Summary
Post-Injury Histogram
